Overview
Brought to you by YData
Dataset statistics
| Number of variables | 41 |
|---|---|
| Number of observations | 3410295 |
| Missing cells | 4234040 |
| Missing cells (%) | 3.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 998.5 MiB |
| Average record size in memory | 307.0 B |
Variable types
| Numeric | 23 |
|---|---|
| Text | 6 |
| Categorical | 6 |
| DateTime | 3 |
| Boolean | 3 |
card_on_dark_web has constant value "False" | Constant |
customer_id is highly overall correlated with card_id and 1 other fields | High correlation |
birth_year is highly overall correlated with current_age | High correlation |
credit_card_count is highly overall correlated with card_index | High correlation |
current_age is highly overall correlated with birth_year | High correlation |
per_capita_income is highly overall correlated with yearly_income | High correlation |
total_debt is highly overall correlated with per_capita_income and 1 other fields | High correlation |
yearly_income is highly overall correlated with per_capita_income | High correlation |
card_id is highly overall correlated with customer_id and 1 other fields | High correlation |
card_index is highly overall correlated with credit_card_count | High correlation |
credit_limit is highly overall correlated with per_capita_income and 2 other fields | High correlation |
transaction_id is highly overall correlated with card_id and 1 other fields | High correlation |
latitude is highly overall correlated with longitude and 1 other fields | High correlation |
longitude is highly overall correlated with merchant_zip | High correlation |
card_brand is highly overall correlated with card_number and 2 other fields | High correlation |
card_number is highly overall correlated with card_brand and 5 other fields | High correlation |
card_type is highly overall correlated with card_number and 2 other fields | High correlation |
merchant_mcc_code is highly overall correlated with transaction_type | High correlation |
merchant_zip is highly overall correlated with card_brand and 7 other fields | High correlation |
transaction_error is highly overall correlated with transaction_type | High correlation |
transaction_type is highly overall correlated with card_number and 5 other fields | High correlation |
cvv_code is highly overall correlated with card_brand and 4 other fields | High correlation |
fraud_detected is highly overall correlated with merchant_zip | High correlation |
gender is highly overall correlated with card_number and 2 other fields | High correlation |
has_chip is highly overall correlated with card_number and 3 other fields | High correlation |
merchant_id is highly overall correlated with transaction_type | High correlation |
number_cards_issued is highly overall correlated with card_number and 2 other fields | High correlation |
has_chip is highly imbalanced (53.1%) | Imbalance |
fraud_detected is highly imbalanced (97.9%) | Imbalance |
transaction_error is highly imbalanced (58.0%) | Imbalance |
merchant_state has 428339 (12.6%) missing values | Missing |
merchant_zip has 449930 (13.2%) missing values | Missing |
transaction_error has 3355771 (98.4%) missing values | Missing |
transaction_id has unique values | Unique |
total_debt has 175422 (5.1%) zeros | Zeros |
card_index has 1264062 (37.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-02 02:25:53.058399 |
|---|---|
| Analysis finished | 2024-12-02 02:43:07.314252 |
| Duration | 17 minutes and 14.26 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
customer_id
Real number (ℝ)
High correlation 
| Distinct | 1535 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1005.1929 |
| Minimum | 0 |
|---|---|
| Maximum | 1998 |
| Zeros | 2301 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 98 |
| Q1 | 517 |
| median | 1010 |
| Q3 | 1483 |
| 95-th percentile | 1894 |
| Maximum | 1998 |
| Range | 1998 |
| Interquartile range (IQR) | 966 |
Descriptive statistics
| Standard deviation | 570.01167 |
|---|---|
| Coefficient of variation (CV) | 0.56706693 |
| Kurtosis | -1.1518497 |
| Mean | 1005.1929 |
| Median Absolute Deviation (MAD) | 484 |
| Skewness | -0.021760796 |
| Sum | 3.4280044 × 109 |
| Variance | 324913.31 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1249 | 9915 | 0.3% |
| 396 | 8768 | 0.3% |
| 262 | 8754 | 0.3% |
| 1101 | 8602 | 0.3% |
| 1838 | 8478 | 0.2% |
| 808 | 8195 | 0.2% |
| 332 | 8044 | 0.2% |
| 1150 | 7845 | 0.2% |
| 972 | 7473 | 0.2% |
| 1080 | 7450 | 0.2% |
| Other values (1525) | 3326771 |
| Value | Count | Frequency (%) |
| 0 | 2301 | |
| 1 | 1122 | < 0.1% |
| 2 | 5588 | |
| 3 | 1746 | 0.1% |
| 4 | 1926 | 0.1% |
| 5 | 2298 | |
| 6 | 4267 | |
| 8 | 3412 | |
| 9 | 3519 | |
| 13 | 1069 | < 0.1% |
| Value | Count | Frequency (%) |
| 1998 | 1457 | |
| 1997 | 2415 | |
| 1996 | 2299 | |
| 1995 | 2304 | |
| 1993 | 1036 | < 0.1% |
| 1992 | 3100 | |
| 1990 | 2841 | |
| 1989 | 2077 | |
| 1987 | 3210 | |
| 1986 | 1251 | < 0.1% |
address
Text
| Distinct | 1535 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
Length
| Max length | 64 |
|---|---|
| Median length | 57 |
| Mean length | 40.954623 |
| Min length | 29 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 295 West Avenue, Bienville, LA 71008 |
|---|---|
| 2nd row | 295 West Avenue, Bienville, LA 71008 |
| 3rd row | 295 West Avenue, Bienville, LA 71008 |
| 4th row | 295 West Avenue, Bienville, LA 71008 |
| 5th row | 295 West Avenue, Bienville, LA 71008 |
| Value | Count | Frequency (%) |
| unit | 933847 | 3.9% |
| street | 751660 | 3.2% |
| drive | 719998 | 3.0% |
| avenue | 679579 | 2.9% |
| boulevard | 662549 | 2.8% |
| lane | 596509 | 2.5% |
| ca | 420395 | 1.8% |
| tx | 285644 | 1.2% |
| ny | 233086 | 1.0% |
| fl | 223048 | 0.9% |
| Other values (3885) | 18153746 |
Most occurring characters
| Value | Count | Frequency (%) |
| 20249766 | 14.5% | |
| e | 9909735 | 7.1% |
| , | 7754437 | 5.6% |
| n | 5898204 | 4.2% |
| t | 5700750 | 4.1% |
| r | 5260304 | 3.8% |
| a | 5240569 | 3.8% |
| i | 5164333 | 3.7% |
| o | 4182914 | 3.0% |
| l | 3994458 | 2.9% |
| Other values (54) | 66311876 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 139667346 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 20249766 | 14.5% | |
| e | 9909735 | 7.1% |
| , | 7754437 | 5.6% |
| n | 5898204 | 4.2% |
| t | 5700750 | 4.1% |
| r | 5260304 | 3.8% |
| a | 5240569 | 3.8% |
| i | 5164333 | 3.7% |
| o | 4182914 | 3.0% |
| l | 3994458 | 2.9% |
| Other values (54) | 66311876 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 139667346 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 20249766 | 14.5% | |
| e | 9909735 | 7.1% |
| , | 7754437 | 5.6% |
| n | 5898204 | 4.2% |
| t | 5700750 | 4.1% |
| r | 5260304 | 3.8% |
| a | 5240569 | 3.8% |
| i | 5164333 | 3.7% |
| o | 4182914 | 3.0% |
| l | 3994458 | 2.9% |
| Other values (54) | 66311876 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 139667346 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 20249766 | 14.5% | |
| e | 9909735 | 7.1% |
| , | 7754437 | 5.6% |
| n | 5898204 | 4.2% |
| t | 5700750 | 4.1% |
| r | 5260304 | 3.8% |
| a | 5240569 | 3.8% |
| i | 5164333 | 3.7% |
| o | 4182914 | 3.0% |
| l | 3994458 | 2.9% |
| Other values (54) | 66311876 |
birth_month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5316572 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.5738005 |
|---|---|
| Coefficient of variation (CV) | 0.54715065 |
| Kurtosis | -1.3147905 |
| Mean | 6.5316572 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.033964539 |
| Sum | 22274878 |
| Variance | 12.77205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 352874 | |
| 1 | 320493 | |
| 2 | 308628 | |
| 10 | 297865 | |
| 5 | 292364 | |
| 3 | 291414 | |
| 12 | 285375 | |
| 8 | 282787 | |
| 9 | 269726 | |
| 7 | 260927 | |
| Other values (2) | 447842 |
| Value | Count | Frequency (%) |
| 1 | 320493 | |
| 2 | 308628 | |
| 3 | 291414 | |
| 4 | 243534 | |
| 5 | 292364 | |
| 6 | 204308 | |
| 7 | 260927 | |
| 8 | 282787 | |
| 9 | 269726 | |
| 10 | 297865 |
| Value | Count | Frequency (%) |
| 12 | 285375 | |
| 11 | 352874 | |
| 10 | 297865 | |
| 9 | 269726 | |
| 8 | 282787 | |
| 7 | 260927 | |
| 6 | 204308 | |
| 5 | 292364 | |
| 4 | 243534 | |
| 3 | 291414 |
birth_year
Real number (ℝ)
High correlation 
| Distinct | 75 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1966.8056 |
| Minimum | 1918 |
|---|---|
| Maximum | 1997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 1918 |
|---|---|
| 5-th percentile | 1936 |
| Q1 | 1957 |
| median | 1969 |
| Q3 | 1979 |
| 95-th percentile | 1989 |
| Maximum | 1997 |
| Range | 79 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 16.078873 |
|---|---|
| Coefficient of variation (CV) | 0.0081751206 |
| Kurtosis | -0.25295708 |
| Mean | 1966.8056 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.55253667 |
| Sum | 6.7073872 × 109 |
| Variance | 258.53015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1972 | 112478 | 3.3% |
| 1970 | 109902 | 3.2% |
| 1968 | 102995 | 3.0% |
| 1961 | 92494 | 2.7% |
| 1967 | 89674 | 2.6% |
| 1977 | 88191 | 2.6% |
| 1965 | 86852 | 2.5% |
| 1978 | 85786 | 2.5% |
| 1973 | 85588 | 2.5% |
| 1975 | 84749 | 2.5% |
| Other values (65) | 2471586 |
| Value | Count | Frequency (%) |
| 1918 | 3268 | 0.1% |
| 1920 | 2849 | 0.1% |
| 1921 | 12556 | |
| 1926 | 11182 | |
| 1927 | 8189 | |
| 1928 | 4738 | 0.1% |
| 1929 | 16202 | |
| 1930 | 6252 | 0.2% |
| 1931 | 18017 | |
| 1932 | 17805 |
| Value | Count | Frequency (%) |
| 1997 | 356 | < 0.1% |
| 1996 | 5979 | 0.2% |
| 1995 | 16768 | 0.5% |
| 1994 | 19136 | 0.6% |
| 1993 | 27831 | 0.8% |
| 1992 | 29940 | |
| 1991 | 35940 | |
| 1990 | 28568 | |
| 1989 | 48321 | |
| 1988 | 70989 |
credit_card_count
Real number (ℝ)
High correlation 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5825256 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6105396 |
|---|---|
| Coefficient of variation (CV) | 0.44955427 |
| Kurtosis | -0.13352642 |
| Mean | 3.5825256 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.36203334 |
| Sum | 12217469 |
| Variance | 2.593838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 822001 | |
| 3 | 816782 | |
| 2 | 496463 | |
| 5 | 493601 | |
| 1 | 375033 | |
| 6 | 255651 | 7.5% |
| 7 | 102760 | 3.0% |
| 8 | 42107 | 1.2% |
| 9 | 5897 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 375033 | |
| 2 | 496463 | |
| 3 | 816782 | |
| 4 | 822001 | |
| 5 | 493601 | |
| 6 | 255651 | 7.5% |
| 7 | 102760 | 3.0% |
| 8 | 42107 | 1.2% |
| 9 | 5897 | 0.2% |
| Value | Count | Frequency (%) |
| 9 | 5897 | 0.2% |
| 8 | 42107 | 1.2% |
| 7 | 102760 | 3.0% |
| 6 | 255651 | 7.5% |
| 5 | 493601 | |
| 4 | 822001 | |
| 3 | 816782 | |
| 2 | 496463 | |
| 1 | 375033 |
credit_score
Real number (ℝ)
| Distinct | 302 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 711.79367 |
| Minimum | 488 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 488 |
|---|---|
| 5-th percentile | 590 |
| Q1 | 683 |
| median | 713 |
| Q3 | 755 |
| 95-th percentile | 816 |
| Maximum | 850 |
| Range | 362 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 66.828906 |
|---|---|
| Coefficient of variation (CV) | 0.093888031 |
| Kurtosis | 0.6064792 |
| Mean | 711.79367 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | -0.51269585 |
| Sum | 2.4274264 × 109 |
| Variance | 4466.1027 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 58694 | 1.7% |
| 683 | 46126 | 1.4% |
| 685 | 44234 | 1.3% |
| 698 | 43034 | 1.3% |
| 693 | 42071 | 1.2% |
| 706 | 37400 | 1.1% |
| 686 | 36807 | 1.1% |
| 689 | 36252 | 1.1% |
| 684 | 34852 | 1.0% |
| 721 | 34410 | 1.0% |
| Other values (292) | 2996415 |
| Value | Count | Frequency (%) |
| 488 | 1048 | < 0.1% |
| 489 | 937 | < 0.1% |
| 490 | 2274 | 0.1% |
| 491 | 3921 | |
| 498 | 3392 | |
| 500 | 3798 | |
| 501 | 319 | < 0.1% |
| 503 | 3538 | |
| 505 | 6326 | |
| 506 | 1624 | < 0.1% |
| Value | Count | Frequency (%) |
| 850 | 58694 | |
| 849 | 4417 | 0.1% |
| 847 | 2087 | 0.1% |
| 846 | 1203 | < 0.1% |
| 842 | 2578 | 0.1% |
| 841 | 4471 | 0.1% |
| 840 | 5540 | 0.2% |
| 839 | 1495 | < 0.1% |
| 838 | 7078 | 0.2% |
| 836 | 4418 | 0.1% |
current_age
Real number (ℝ)
High correlation 
| Distinct | 76 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.378905 |
| Minimum | 22 |
|---|---|
| Maximum | 101 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 40 |
| median | 50 |
| Q3 | 62 |
| 95-th percentile | 83 |
| Maximum | 101 |
| Range | 79 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 16.085196 |
|---|---|
| Coefficient of variation (CV) | 0.30709301 |
| Kurtosis | -0.26013945 |
| Mean | 52.378905 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.5528775 |
| Sum | 1.7862752 × 108 |
| Variance | 258.73352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47 | 118915 | 3.5% |
| 51 | 99298 | 2.9% |
| 49 | 94971 | 2.8% |
| 48 | 89049 | 2.6% |
| 42 | 87448 | 2.6% |
| 50 | 87271 | 2.6% |
| 54 | 86324 | 2.5% |
| 52 | 85592 | 2.5% |
| 43 | 83610 | 2.5% |
| 59 | 83204 | 2.4% |
| Other values (66) | 2494613 |
| Value | Count | Frequency (%) |
| 22 | 356 | < 0.1% |
| 23 | 4589 | 0.1% |
| 24 | 14867 | 0.4% |
| 25 | 17274 | 0.5% |
| 26 | 23190 | 0.7% |
| 27 | 28015 | |
| 28 | 33138 | |
| 29 | 37110 | |
| 30 | 49949 | |
| 31 | 63441 |
| Value | Count | Frequency (%) |
| 101 | 3268 | 0.1% |
| 99 | 2849 | 0.1% |
| 98 | 12556 | |
| 94 | 9436 | |
| 93 | 1746 | 0.1% |
| 92 | 8189 | |
| 91 | 8734 | |
| 90 | 12206 | |
| 89 | 9473 | |
| 88 | 17558 |
email
Text
| Distinct | 1530 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
Length
| Max length | 33 |
|---|---|
| Median length | 31 |
| Mean length | 24.655188 |
| Min length | 19 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | jaziel.howard@example.com |
|---|---|
| 2nd row | jaziel.howard@example.com |
| 3rd row | jaziel.howard@example.com |
| 4th row | jaziel.howard@example.com |
| 5th row | jaziel.howard@example.com |
| Value | Count | Frequency (%) |
| keegan.perry@example.com | 9915 | 0.3% |
| simeon.cruz@example.com | 8768 | 0.3% |
| jaxon.cook@example.com | 8754 | 0.3% |
| zachariah.fernandez@example.com | 8602 | 0.3% |
| alora.white@example.com | 8478 | 0.2% |
| rory.nelson@example.com | 8224 | 0.2% |
| oscar.sanders@example.com | 8195 | 0.2% |
| vada.fernandez@example.com | 8044 | 0.2% |
| alina.harris@example.com | 7845 | 0.2% |
| gordon.collins@example.com | 7473 | 0.2% |
| Other values (1520) | 3325997 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11161064 | |
| a | 8435570 | 10.0% |
| m | 8287569 | 9.9% |
| . | 6820590 | 8.1% |
| l | 6629433 | 7.9% |
| o | 5754409 | 6.8% |
| c | 4384130 | 5.2% |
| p | 3966345 | 4.7% |
| x | 3590156 | 4.3% |
| r | 3496516 | 4.2% |
| Other values (19) | 21555682 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 84081464 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 11161064 | |
| a | 8435570 | 10.0% |
| m | 8287569 | 9.9% |
| . | 6820590 | 8.1% |
| l | 6629433 | 7.9% |
| o | 5754409 | 6.8% |
| c | 4384130 | 5.2% |
| p | 3966345 | 4.7% |
| x | 3590156 | 4.3% |
| r | 3496516 | 4.2% |
| Other values (19) | 21555682 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 84081464 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 11161064 | |
| a | 8435570 | 10.0% |
| m | 8287569 | 9.9% |
| . | 6820590 | 8.1% |
| l | 6629433 | 7.9% |
| o | 5754409 | 6.8% |
| c | 4384130 | 5.2% |
| p | 3966345 | 4.7% |
| x | 3590156 | 4.3% |
| r | 3496516 | 4.2% |
| Other values (19) | 21555682 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 84081464 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 11161064 | |
| a | 8435570 | 10.0% |
| m | 8287569 | 9.9% |
| . | 6820590 | 8.1% |
| l | 6629433 | 7.9% |
| o | 5754409 | 6.8% |
| c | 4384130 | 5.2% |
| p | 3966345 | 4.7% |
| x | 3590156 | 4.3% |
| r | 3496516 | 4.2% |
| Other values (19) | 21555682 |
first_name
Text
| Distinct | 1066 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 5.8523796 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Jaziel |
|---|---|
| 2nd row | Jaziel |
| 3rd row | Jaziel |
| 4th row | Jaziel |
| 5th row | Jaziel |
| Value | Count | Frequency (%) |
| simeon | 14249 | 0.4% |
| dallas | 12909 | 0.4% |
| maggie | 12039 | 0.4% |
| cristiano | 11733 | 0.3% |
| opal | 11725 | 0.3% |
| maya | 11573 | 0.3% |
| keegan | 11517 | 0.3% |
| jaxon | 11170 | 0.3% |
| colt | 10474 | 0.3% |
| ryan | 10321 | 0.3% |
| Other values (1056) | 3292585 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2795601 | |
| e | 2018158 | 10.1% |
| n | 1739860 | 8.7% |
| i | 1639408 | 8.2% |
| l | 1461405 | 7.3% |
| r | 1151826 | 5.8% |
| o | 898433 | 4.5% |
| y | 806821 | 4.0% |
| s | 682229 | 3.4% |
| t | 510379 | 2.6% |
| Other values (42) | 6254221 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19958341 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2795601 | |
| e | 2018158 | 10.1% |
| n | 1739860 | 8.7% |
| i | 1639408 | 8.2% |
| l | 1461405 | 7.3% |
| r | 1151826 | 5.8% |
| o | 898433 | 4.5% |
| y | 806821 | 4.0% |
| s | 682229 | 3.4% |
| t | 510379 | 2.6% |
| Other values (42) | 6254221 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19958341 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2795601 | |
| e | 2018158 | 10.1% |
| n | 1739860 | 8.7% |
| i | 1639408 | 8.2% |
| l | 1461405 | 7.3% |
| r | 1151826 | 5.8% |
| o | 898433 | 4.5% |
| y | 806821 | 4.0% |
| s | 682229 | 3.4% |
| t | 510379 | 2.6% |
| Other values (42) | 6254221 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19958341 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2795601 | |
| e | 2018158 | 10.1% |
| n | 1739860 | 8.7% |
| i | 1639408 | 8.2% |
| l | 1461405 | 7.3% |
| r | 1151826 | 5.8% |
| o | 898433 | 4.5% |
| y | 806821 | 4.0% |
| s | 682229 | 3.4% |
| t | 510379 | 2.6% |
| Other values (42) | 6254221 |
gender
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0346067 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 1764157 | |
| Male | 1646138 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 1764157 | |
| male | 1646138 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5174452 | |
| a | 3410295 | |
| l | 3410295 | |
| F | 1764157 | 10.3% |
| m | 1764157 | 10.3% |
| M | 1646138 | 9.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17169494 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5174452 | |
| a | 3410295 | |
| l | 3410295 | |
| F | 1764157 | 10.3% |
| m | 1764157 | 10.3% |
| M | 1646138 | 9.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17169494 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5174452 | |
| a | 3410295 | |
| l | 3410295 | |
| F | 1764157 | 10.3% |
| m | 1764157 | 10.3% |
| M | 1646138 | 9.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17169494 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5174452 | |
| a | 3410295 | |
| l | 3410295 | |
| F | 1764157 | 10.3% |
| m | 1764157 | 10.3% |
| M | 1646138 | 9.6% |
last_name
Text
| Distinct | 126 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 5.8028083 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Howard |
|---|---|
| 2nd row | Howard |
| 3rd row | Howard |
| 4th row | Howard |
| 5th row | Howard |
| Value | Count | Frequency (%) |
| phillips | 55713 | 1.6% |
| torres | 54999 | 1.6% |
| faraday | 43979 | 1.3% |
| abe | 43299 | 1.3% |
| cook | 43125 | 1.3% |
| nguyen | 42914 | 1.3% |
| howard | 42620 | 1.2% |
| king | 42323 | 1.2% |
| martin | 41257 | 1.2% |
| ward | 40669 | 1.2% |
| Other values (116) | 2959397 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2075024 | 10.5% |
| r | 1852894 | 9.4% |
| a | 1602741 | 8.1% |
| l | 1377880 | 7.0% |
| o | 1355519 | 6.8% |
| n | 1220091 | 6.2% |
| s | 1160576 | 5.9% |
| i | 1119563 | 5.7% |
| d | 516805 | 2.6% |
| h | 485127 | 2.5% |
| Other values (37) | 7023068 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19789288 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2075024 | 10.5% |
| r | 1852894 | 9.4% |
| a | 1602741 | 8.1% |
| l | 1377880 | 7.0% |
| o | 1355519 | 6.8% |
| n | 1220091 | 6.2% |
| s | 1160576 | 5.9% |
| i | 1119563 | 5.7% |
| d | 516805 | 2.6% |
| h | 485127 | 2.5% |
| Other values (37) | 7023068 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19789288 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2075024 | 10.5% |
| r | 1852894 | 9.4% |
| a | 1602741 | 8.1% |
| l | 1377880 | 7.0% |
| o | 1355519 | 6.8% |
| n | 1220091 | 6.2% |
| s | 1160576 | 5.9% |
| i | 1119563 | 5.7% |
| d | 516805 | 2.6% |
| h | 485127 | 2.5% |
| Other values (37) | 7023068 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19789288 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2075024 | 10.5% |
| r | 1852894 | 9.4% |
| a | 1602741 | 8.1% |
| l | 1377880 | 7.0% |
| o | 1355519 | 6.8% |
| n | 1220091 | 6.2% |
| s | 1160576 | 5.9% |
| i | 1119563 | 5.7% |
| d | 516805 | 2.6% |
| h | 485127 | 2.5% |
| Other values (37) | 7023068 |
latitude
Real number (ℝ)
High correlation 
| Distinct | 855 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.366956 |
| Minimum | 21.3 |
|---|---|
| Maximum | 61.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 21.3 |
|---|---|
| 5-th percentile | 28.3 |
| Q1 | 33.88 |
| median | 38.35 |
| Q3 | 41.07 |
| 95-th percentile | 44.65 |
| Maximum | 61.2 |
| Range | 39.9 |
| Interquartile range (IQR) | 7.19 |
Descriptive statistics
| Standard deviation | 5.0917774 |
|---|---|
| Coefficient of variation (CV) | 0.13626417 |
| Kurtosis | -0.19981123 |
| Mean | 37.366956 |
| Median Absolute Deviation (MAD) | 3.55 |
| Skewness | -0.36982755 |
| Sum | 1.2743234 × 108 |
| Variance | 25.926197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.76 | 43988 | 1.3% |
| 25.77 | 30204 | 0.9% |
| 40.64 | 26966 | 0.8% |
| 40.84 | 26308 | 0.8% |
| 29.45 | 23473 | 0.7% |
| 41.47 | 20509 | 0.6% |
| 41.83 | 20067 | 0.6% |
| 40.71 | 19221 | 0.6% |
| 35.11 | 16904 | 0.5% |
| 39.77 | 16596 | 0.5% |
| Other values (845) | 3166059 |
| Value | Count | Frequency (%) |
| 21.3 | 1494 | < 0.1% |
| 21.31 | 3954 | 0.1% |
| 21.34 | 2014 | 0.1% |
| 21.39 | 1156 | < 0.1% |
| 21.4 | 1269 | < 0.1% |
| 21.41 | 2377 | 0.1% |
| 21.44 | 2721 | 0.1% |
| 22.21 | 1340 | < 0.1% |
| 25.77 | 30204 | |
| 25.92 | 3469 | 0.1% |
| Value | Count | Frequency (%) |
| 61.2 | 917 | < 0.1% |
| 48.53 | 1119 | < 0.1% |
| 48.28 | 4579 | |
| 48.19 | 1891 | 0.1% |
| 47.94 | 1464 | < 0.1% |
| 47.91 | 4123 | |
| 47.83 | 1072 | < 0.1% |
| 47.79 | 9001 | |
| 47.75 | 3654 | |
| 47.69 | 632 | < 0.1% |
longitude
Real number (ℝ)
High correlation 
| Distinct | 1021 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -91.386768 |
| Minimum | -159.41 |
|---|---|
| Maximum | -68.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3410295 |
| Negative (%) | 100.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | -159.41 |
|---|---|
| 5-th percentile | -122.06 |
| Q1 | -97.34 |
| median | -86.28 |
| Q3 | -80.08 |
| 95-th percentile | -73.4 |
| Maximum | -68.67 |
| Range | 90.74 |
| Interquartile range (IQR) | 17.26 |
Descriptive statistics
| Standard deviation | 16.207777 |
|---|---|
| Coefficient of variation (CV) | -0.17735365 |
| Kurtosis | 0.44073609 |
| Mean | -91.386768 |
| Median Absolute Deviation (MAD) | 9.1 |
| Skewness | -1.015478 |
| Sum | -3.1165584 × 108 |
| Variance | 262.69204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -95.38 | 47951 | 1.4% |
| -73.94 | 26966 | 0.8% |
| -80.2 | 26389 | 0.8% |
| -87.68 | 20067 | 0.6% |
| -90 | 19692 | 0.6% |
| -80.13 | 19643 | 0.6% |
| -98.5 | 18468 | 0.5% |
| -86.14 | 16596 | 0.5% |
| -73.87 | 16465 | 0.5% |
| -106.62 | 15934 | 0.5% |
| Other values (1011) | 3182124 |
| Value | Count | Frequency (%) |
| -159.41 | 1340 | < 0.1% |
| -158.18 | 2721 | |
| -158.01 | 5110 | |
| -157.85 | 1494 | < 0.1% |
| -157.79 | 2377 | |
| -157.73 | 1269 | < 0.1% |
| -157.72 | 2014 | 0.1% |
| -149.82 | 917 | < 0.1% |
| -124.16 | 1600 | < 0.1% |
| -124.14 | 2009 | 0.1% |
| Value | Count | Frequency (%) |
| -68.67 | 2012 | |
| -69.83 | 2217 | |
| -70.08 | 1517 | |
| -70.24 | 2638 | |
| -70.3 | 2820 | |
| -70.33 | 2672 | |
| -70.7 | 1235 | < 0.1% |
| -70.73 | 2485 | |
| -70.86 | 3149 | |
| -70.87 | 3513 |
per_capita_income
Real number (ℝ)
High correlation 
| Distinct | 1386 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23885.169 |
| Minimum | 0 |
|---|---|
| Maximum | 163145 |
| Zeros | 17017 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13047 |
| Q1 | 17013 |
| median | 21156 |
| Q3 | 27544 |
| 95-th percentile | 43827 |
| Maximum | 163145 |
| Range | 163145 |
| Interquartile range (IQR) | 10531 |
Descriptive statistics
| Standard deviation | 11602.533 |
|---|---|
| Coefficient of variation (CV) | 0.48576305 |
| Kurtosis | 24.596456 |
| Mean | 23885.169 |
| Median Absolute Deviation (MAD) | 4735 |
| Skewness | 3.511435 |
| Sum | 8.1455473 × 1010 |
| Variance | 1.3461876 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17017 | 0.5% |
| 16901 | 12336 | 0.4% |
| 26137 | 11669 | 0.3% |
| 24044 | 10247 | 0.3% |
| 25537 | 9579 | 0.3% |
| 19851 | 8900 | 0.3% |
| 25258 | 8881 | 0.3% |
| 21156 | 8768 | 0.3% |
| 15385 | 8764 | 0.3% |
| 16892 | 8478 | 0.2% |
| Other values (1376) | 3305656 |
| Value | Count | Frequency (%) |
| 0 | 17017 | |
| 6201 | 810 | < 0.1% |
| 8155 | 1450 | < 0.1% |
| 8491 | 1656 | < 0.1% |
| 8658 | 756 | < 0.1% |
| 9284 | 2462 | 0.1% |
| 9389 | 1770 | 0.1% |
| 9710 | 789 | < 0.1% |
| 9995 | 892 | < 0.1% |
| 10016 | 1828 | 0.1% |
| Value | Count | Frequency (%) |
| 163145 | 1746 | 0.1% |
| 137428 | 2732 | 0.1% |
| 96516 | 1423 | < 0.1% |
| 95039 | 8115 | |
| 94302 | 2361 | 0.1% |
| 91180 | 4207 | |
| 79100 | 1563 | < 0.1% |
| 76725 | 4019 | |
| 75378 | 2544 | 0.1% |
| 74205 | 4475 |
retirement_age
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.394789 |
| Minimum | 50 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 65 |
| median | 66 |
| Q3 | 68 |
| 95-th percentile | 72 |
| Maximum | 79 |
| Range | 29 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.5649488 |
|---|---|
| Coefficient of variation (CV) | 0.053693201 |
| Kurtosis | 1.5586734 |
| Mean | 66.394789 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.38431589 |
| Sum | 2.2642582 × 108 |
| Variance | 12.70886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 555105 | |
| 66 | 540284 | |
| 67 | 480962 | |
| 68 | 343377 | |
| 69 | 262277 | |
| 64 | 182498 | 5.4% |
| 70 | 163014 | 4.8% |
| 71 | 140729 | 4.1% |
| 63 | 104728 | 3.1% |
| 62 | 104094 | 3.1% |
| Other values (18) | 533227 |
| Value | Count | Frequency (%) |
| 50 | 3226 | 0.1% |
| 53 | 3843 | 0.1% |
| 54 | 11215 | 0.3% |
| 55 | 8685 | 0.3% |
| 56 | 7921 | 0.2% |
| 57 | 32434 | |
| 58 | 32678 | |
| 59 | 52052 | |
| 60 | 58530 | |
| 61 | 79231 |
| Value | Count | Frequency (%) |
| 79 | 2851 | 0.1% |
| 78 | 8093 | 0.2% |
| 77 | 1718 | 0.1% |
| 76 | 1802 | 0.1% |
| 75 | 29027 | 0.9% |
| 74 | 31673 | 0.9% |
| 73 | 67478 | |
| 72 | 100770 | |
| 71 | 140729 | |
| 70 | 163014 |
total_debt
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1446 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59689.786 |
| Minimum | 0 |
|---|---|
| Maximum | 461854 |
| Zeros | 175422 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 19299 |
| median | 53023 |
| Q3 | 86171 |
| 95-th percentile | 151030 |
| Maximum | 461854 |
| Range | 461854 |
| Interquartile range (IQR) | 66872 |
Descriptive statistics
| Standard deviation | 52635.215 |
|---|---|
| Coefficient of variation (CV) | 0.88181276 |
| Kurtosis | 6.6309351 |
| Mean | 59689.786 |
| Median Absolute Deviation (MAD) | 33619 |
| Skewness | 1.7234573 |
| Sum | 2.0355978 × 1011 |
| Variance | 2.7704659 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 175422 | 5.1% |
| 54634 | 11582 | 0.3% |
| 44263 | 8768 | 0.3% |
| 66148 | 8754 | 0.3% |
| 370 | 8602 | 0.3% |
| 907 | 8478 | 0.2% |
| 6332 | 8195 | 0.2% |
| 15899 | 8044 | 0.2% |
| 4344 | 7845 | 0.2% |
| 88165 | 7473 | 0.2% |
| Other values (1436) | 3157132 |
| Value | Count | Frequency (%) |
| 0 | 175422 | |
| 5 | 753 | < 0.1% |
| 49 | 4042 | 0.1% |
| 66 | 4046 | 0.1% |
| 69 | 4215 | 0.1% |
| 92 | 2496 | 0.1% |
| 93 | 1558 | < 0.1% |
| 182 | 1414 | < 0.1% |
| 196 | 5588 | 0.2% |
| 216 | 2567 | 0.1% |
| Value | Count | Frequency (%) |
| 461854 | 4207 | |
| 437533 | 1423 | < 0.1% |
| 328089 | 3079 | |
| 317964 | 1563 | < 0.1% |
| 307856 | 3077 | |
| 265319 | 1597 | < 0.1% |
| 255288 | 2581 | |
| 252106 | 1527 | < 0.1% |
| 247623 | 2692 | |
| 242379 | 6326 |
yearly_income
Real number (ℝ)
High correlation 
| Distinct | 1502 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46645.735 |
| Minimum | 1 |
|---|---|
| Maximum | 280199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 22583 |
| Q1 | 33076 |
| median | 41109 |
| Q3 | 54122 |
| 95-th percentile | 87030 |
| Maximum | 280199 |
| Range | 280198 |
| Interquartile range (IQR) | 21046 |
Descriptive statistics
| Standard deviation | 23705.569 |
|---|---|
| Coefficient of variation (CV) | 0.50820442 |
| Kurtosis | 17.337534 |
| Mean | 46645.735 |
| Median Absolute Deviation (MAD) | 9964 |
| Skewness | 2.9797885 |
| Sum | 1.5907572 × 1011 |
| Variance | 5.6195399 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34456 | 9915 | 0.3% |
| 43133 | 8768 | 0.3% |
| 49023 | 8754 | 0.3% |
| 33869 | 8602 | 0.3% |
| 34441 | 8478 | 0.2% |
| 73067 | 8195 | 0.2% |
| 41513 | 8044 | 0.2% |
| 99825 | 7845 | 0.2% |
| 60746 | 7473 | 0.2% |
| 53702 | 7450 | 0.2% |
| Other values (1492) | 3326771 |
| Value | Count | Frequency (%) |
| 1 | 1142 | < 0.1% |
| 2 | 2124 | |
| 3 | 753 | < 0.1% |
| 4 | 2067 | |
| 399 | 483 | < 0.1% |
| 553 | 444 | < 0.1% |
| 645 | 786 | < 0.1% |
| 920 | 1412 | < 0.1% |
| 1426 | 3932 | |
| 1785 | 976 | < 0.1% |
| Value | Count | Frequency (%) |
| 280199 | 2732 | |
| 249925 | 1746 | 0.1% |
| 196784 | 1423 | < 0.1% |
| 193773 | 5224 | |
| 193768 | 2891 | |
| 192269 | 2361 | |
| 185909 | 4207 | |
| 162709 | 4475 | |
| 161276 | 1563 | < 0.1% |
| 153691 | 2544 |
card_id
Real number (ℝ)
High correlation 
| Distinct | 4089 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3077.7428 |
| Minimum | 0 |
|---|---|
| Maximum | 6143 |
| Zeros | 443 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 281 |
| Q1 | 1565 |
| median | 3090 |
| Q3 | 4573 |
| 95-th percentile | 5825 |
| Maximum | 6143 |
| Range | 6143 |
| Interquartile range (IQR) | 3008 |
Descriptive statistics
| Standard deviation | 1768.9366 |
|---|---|
| Coefficient of variation (CV) | 0.57475128 |
| Kurtosis | -1.1788577 |
| Mean | 3077.7428 |
| Median Absolute Deviation (MAD) | 1504 |
| Skewness | -0.0074526992 |
| Sum | 1.0496011 × 1010 |
| Variance | 3129136.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3310 | 7450 | 0.2% |
| 2959 | 7052 | 0.2% |
| 5805 | 6326 | 0.2% |
| 349 | 6148 | 0.2% |
| 5160 | 5557 | 0.2% |
| 108 | 5533 | 0.2% |
| 2435 | 5510 | 0.2% |
| 165 | 5224 | 0.2% |
| 1192 | 5210 | 0.2% |
| 998 | 5097 | 0.1% |
| Other values (4079) | 3351188 |
| Value | Count | Frequency (%) |
| 0 | 443 | < 0.1% |
| 1 | 381 | < 0.1% |
| 2 | 365 | < 0.1% |
| 3 | 1112 | |
| 6 | 413 | < 0.1% |
| 7 | 386 | < 0.1% |
| 8 | 241 | < 0.1% |
| 9 | 82 | < 0.1% |
| 10 | 1390 | |
| 11 | 1458 |
| Value | Count | Frequency (%) |
| 6143 | 1457 | |
| 6142 | 983 | |
| 6141 | 1003 | |
| 6140 | 429 | < 0.1% |
| 6139 | 482 | < 0.1% |
| 6138 | 853 | |
| 6137 | 515 | < 0.1% |
| 6136 | 449 | < 0.1% |
| 6135 | 736 | |
| 6134 | 1568 |
| Distinct | 267 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Minimum | 1991-01-01 00:00:00 |
|---|---|
| Maximum | 2017-10-01 00:00:00 |
card_brand
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Mastercard | |
|---|---|
| Visa | |
| Amex | |
| Discover | 88884 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.3680611 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mastercard |
|---|---|
| 2nd row | Mastercard |
| 3rd row | Mastercard |
| 4th row | Mastercard |
| 5th row | Mastercard |
Common Values
| Value | Count | Frequency (%) |
| Mastercard | 1855091 | |
| Visa | 1259298 | |
| Amex | 207022 | 6.1% |
| Discover | 88884 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mastercard | 1855091 | |
| visa | 1259298 | |
| amex | 207022 | 6.1% |
| discover | 88884 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4969480 | |
| r | 3799066 | |
| s | 3203273 | |
| e | 2150997 | |
| c | 1943975 | 7.7% |
| M | 1855091 | 7.4% |
| t | 1855091 | 7.4% |
| d | 1855091 | 7.4% |
| i | 1348182 | 5.4% |
| V | 1259298 | 5.0% |
| Other values (6) | 887718 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25127262 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4969480 | |
| r | 3799066 | |
| s | 3203273 | |
| e | 2150997 | |
| c | 1943975 | 7.7% |
| M | 1855091 | 7.4% |
| t | 1855091 | 7.4% |
| d | 1855091 | 7.4% |
| i | 1348182 | 5.4% |
| V | 1259298 | 5.0% |
| Other values (6) | 887718 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25127262 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4969480 | |
| r | 3799066 | |
| s | 3203273 | |
| e | 2150997 | |
| c | 1943975 | 7.7% |
| M | 1855091 | 7.4% |
| t | 1855091 | 7.4% |
| d | 1855091 | 7.4% |
| i | 1348182 | 5.4% |
| V | 1259298 | 5.0% |
| Other values (6) | 887718 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25127262 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4969480 | |
| r | 3799066 | |
| s | 3203273 | |
| e | 2150997 | |
| c | 1943975 | 7.7% |
| M | 1855091 | 7.4% |
| t | 1855091 | 7.4% |
| d | 1855091 | 7.4% |
| i | 1348182 | 5.4% |
| V | 1259298 | 5.0% |
| Other values (6) | 887718 | 3.5% |
| Distinct | 121 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Minimum | 2014-12-01 00:00:00 |
|---|---|
| Maximum | 2024-12-01 00:00:00 |
card_index
Real number (ℝ)
High correlation  Zeros 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2959486 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1264062 |
| Zeros (%) | 37.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.373014 |
|---|---|
| Coefficient of variation (CV) | 1.0594664 |
| Kurtosis | 0.86915861 |
| Mean | 1.2959486 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.08584 |
| Sum | 4419567 |
| Variance | 1.8851675 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1264062 | |
| 1 | 897832 | |
| 2 | 615658 | |
| 3 | 374578 | 11.0% |
| 4 | 160624 | 4.7% |
| 5 | 68097 | 2.0% |
| 6 | 22868 | 0.7% |
| 7 | 6112 | 0.2% |
| 8 | 464 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1264062 | |
| 1 | 897832 | |
| 2 | 615658 | |
| 3 | 374578 | 11.0% |
| 4 | 160624 | 4.7% |
| 5 | 68097 | 2.0% |
| 6 | 22868 | 0.7% |
| 7 | 6112 | 0.2% |
| 8 | 464 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 464 | < 0.1% |
| 7 | 6112 | 0.2% |
| 6 | 22868 | 0.7% |
| 5 | 68097 | 2.0% |
| 4 | 160624 | 4.7% |
| 3 | 374578 | 11.0% |
| 2 | 615658 | |
| 1 | 897832 | |
| 0 | 1264062 |
card_number
Real number (ℝ)
High correlation 
| Distinct | 4089 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8410033 × 1015 |
| Minimum | 3.0060978 × 1014 |
|---|---|
| Maximum | 6.9944982 × 1015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 3.0060978 × 1014 |
|---|---|
| 5-th percentile | 3.7703538 × 1014 |
| Q1 | 4.5085837 × 1015 |
| median | 5.1182281 × 1015 |
| Q3 | 5.5796045 × 1015 |
| 95-th percentile | 5.9494413 × 1015 |
| Maximum | 6.9944982 × 1015 |
| Range | 6.6938884 × 1015 |
| Interquartile range (IQR) | 1.0710208 × 1015 |
Descriptive statistics
| Standard deviation | 1.2860991 × 1015 |
|---|---|
| Coefficient of variation (CV) | 0.26566788 |
| Kurtosis | 6.2175986 |
| Mean | 4.8410033 × 1015 |
| Median Absolute Deviation (MAD) | 5.2056488 × 1014 |
| Skewness | -2.4336304 |
| Sum | -5.8660278 × 1017 |
| Variance | 1.6540509 × 1030 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.412731782 × 1015 | 7450 | 0.2% |
| 4.049783428 × 1015 | 7052 | 0.2% |
| 5.809446324 × 1015 | 6326 | 0.2% |
| 5.309940543 × 1015 | 6148 | 0.2% |
| 3.523973604 × 1014 | 5557 | 0.2% |
| 5.595562389 × 1015 | 5533 | 0.2% |
| 5.206850869 × 1015 | 5510 | 0.2% |
| 5.476407228 × 1015 | 5224 | 0.2% |
| 3.577316041 × 1014 | 5210 | 0.2% |
| 5.552351758 × 1015 | 5097 | 0.1% |
| Other values (4079) | 3351188 |
| Value | Count | Frequency (%) |
| 3.006097828 × 1014 | 1003 | < 0.1% |
| 3.020142536 × 1014 | 2159 | |
| 3.021286918 × 1014 | 818 | < 0.1% |
| 3.023241546 × 1014 | 1541 | |
| 3.027375882 × 1014 | 255 | < 0.1% |
| 3.030847201 × 1014 | 541 | < 0.1% |
| 3.033882871 × 1014 | 2769 | |
| 3.036398784 × 1014 | 183 | < 0.1% |
| 3.040323297 × 1014 | 258 | < 0.1% |
| 3.040496397 × 1014 | 542 | < 0.1% |
| Value | Count | Frequency (%) |
| 6.994498161 × 1015 | 1528 | |
| 6.994217665 × 1015 | 614 | |
| 6.987061746 × 1015 | 507 | < 0.1% |
| 6.983129593 × 1015 | 1491 | |
| 6.977627305 × 1015 | 262 | < 0.1% |
| 6.974497426 × 1015 | 423 | < 0.1% |
| 6.973723422 × 1015 | 710 | |
| 6.969946254 × 1015 | 717 | |
| 6.967609498 × 1015 | 778 | |
| 6.955304802 × 1015 | 237 | < 0.1% |
card_on_dark_web
Boolean
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 MiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 3410295 |
card_type
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Debit | |
|---|---|
| Credit | |
| Debit (Prepaid) |
Length
| Max length | 15 |
|---|---|
| Median length | 5 |
| Mean length | 5.9938492 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Credit |
|---|---|
| 2nd row | Credit |
| 3rd row | Credit |
| 4th row | Credit |
| 5th row | Credit |
Common Values
| Value | Count | Frequency (%) |
| Debit | 2134230 | |
| Credit | 1041259 | |
| Debit (Prepaid) | 234806 | 6.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| debit | 2369036 | |
| credit | 1041259 | |
| prepaid | 234806 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3645101 | |
| i | 3645101 | |
| t | 3410295 | |
| D | 2369036 | |
| b | 2369036 | |
| r | 1276065 | 6.2% |
| d | 1276065 | 6.2% |
| C | 1041259 | 5.1% |
| 234806 | 1.1% | |
| ( | 234806 | 1.1% |
| Other values (4) | 939224 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20440794 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3645101 | |
| i | 3645101 | |
| t | 3410295 | |
| D | 2369036 | |
| b | 2369036 | |
| r | 1276065 | 6.2% |
| d | 1276065 | 6.2% |
| C | 1041259 | 5.1% |
| 234806 | 1.1% | |
| ( | 234806 | 1.1% |
| Other values (4) | 939224 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20440794 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3645101 | |
| i | 3645101 | |
| t | 3410295 | |
| D | 2369036 | |
| b | 2369036 | |
| r | 1276065 | 6.2% |
| d | 1276065 | 6.2% |
| C | 1041259 | 5.1% |
| 234806 | 1.1% | |
| ( | 234806 | 1.1% |
| Other values (4) | 939224 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20440794 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3645101 | |
| i | 3645101 | |
| t | 3410295 | |
| D | 2369036 | |
| b | 2369036 | |
| r | 1276065 | 6.2% |
| d | 1276065 | 6.2% |
| C | 1041259 | 5.1% |
| 234806 | 1.1% | |
| ( | 234806 | 1.1% |
| Other values (4) | 939224 | 4.6% |
credit_limit
Real number (ℝ)
High correlation 
| Distinct | 2620 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15414.282 |
| Minimum | 0 |
|---|---|
| Maximum | 141391 |
| Zeros | 15599 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 77 |
| Q1 | 7700 |
| median | 13400 |
| Q3 | 20765 |
| 95-th percentile | 36425 |
| Maximum | 141391 |
| Range | 141391 |
| Interquartile range (IQR) | 13065 |
Descriptive statistics
| Standard deviation | 12114.444 |
|---|---|
| Coefficient of variation (CV) | 0.78592336 |
| Kurtosis | 13.297339 |
| Mean | 15414.282 |
| Median Absolute Deviation (MAD) | 6346 |
| Skewness | 2.2783409 |
| Sum | 5.2567248 × 1010 |
| Variance | 1.4675976 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10600 | 15815 | 0.5% |
| 0 | 15599 | 0.5% |
| 8700 | 13665 | 0.4% |
| 9800 | 13657 | 0.4% |
| 8800 | 13113 | 0.4% |
| 8900 | 12005 | 0.4% |
| 9700 | 11809 | 0.3% |
| 9500 | 11731 | 0.3% |
| 12700 | 11695 | 0.3% |
| 65 | 11151 | 0.3% |
| Other values (2610) | 3280055 |
| Value | Count | Frequency (%) |
| 0 | 15599 | |
| 1 | 156 | < 0.1% |
| 3 | 567 | < 0.1% |
| 4 | 436 | < 0.1% |
| 8 | 95 | < 0.1% |
| 9 | 484 | < 0.1% |
| 10 | 80 | < 0.1% |
| 11 | 1051 | < 0.1% |
| 12 | 367 | < 0.1% |
| 13 | 304 | < 0.1% |
| Value | Count | Frequency (%) |
| 141391 | 630 | |
| 137669 | 1528 | |
| 132439 | 622 | |
| 130971 | 363 | < 0.1% |
| 125723 | 634 | |
| 98100 | 212 | < 0.1% |
| 97352 | 587 | < 0.1% |
| 96637 | 596 | < 0.1% |
| 92828 | 39 | < 0.1% |
| 88743 | 1470 |
cvv_code
Real number (ℝ)
High correlation 
| Distinct | 986 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 491.52517 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 2731 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 237 |
| median | 492 |
| Q3 | 740 |
| 95-th percentile | 950 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 503 |
Descriptive statistics
| Standard deviation | 290.65588 |
|---|---|
| Coefficient of variation (CV) | 0.59133469 |
| Kurtosis | -1.2169936 |
| Mean | 491.52517 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 0.028897842 |
| Sum | 1.6762458 × 109 |
| Variance | 84480.841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 14124 | 0.4% |
| 269 | 14122 | 0.4% |
| 265 | 12603 | 0.4% |
| 278 | 10437 | 0.3% |
| 681 | 10357 | 0.3% |
| 152 | 10226 | 0.3% |
| 594 | 10120 | 0.3% |
| 231 | 10014 | 0.3% |
| 599 | 9884 | 0.3% |
| 25 | 9612 | 0.3% |
| Other values (976) | 3298796 |
| Value | Count | Frequency (%) |
| 0 | 2731 | |
| 1 | 1370 | < 0.1% |
| 2 | 1874 | |
| 3 | 1880 | |
| 4 | 662 | < 0.1% |
| 5 | 856 | < 0.1% |
| 6 | 783 | < 0.1% |
| 7 | 4531 | |
| 8 | 2420 | |
| 9 | 2747 |
| Value | Count | Frequency (%) |
| 999 | 2203 | 0.1% |
| 998 | 795 | < 0.1% |
| 997 | 512 | < 0.1% |
| 996 | 3266 | |
| 995 | 4024 | |
| 994 | 2657 | |
| 993 | 3452 | |
| 992 | 6380 | |
| 991 | 4578 | |
| 990 | 3902 |
has_chip
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 MiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 3069268 | |
| False | 341027 | 10.0% |
number_cards_issued
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 26726 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 1706723 | |
| 1 | 1676846 | |
| 3 | 26726 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 1706723 | |
| 1 | 1676846 | |
| 3 | 26726 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1706723 | |
| 1 | 1676846 | |
| 3 | 26726 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3410295 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1706723 | |
| 1 | 1676846 | |
| 3 | 26726 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3410295 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1706723 | |
| 1 | 1676846 | |
| 3 | 26726 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3410295 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1706723 | |
| 1 | 1676846 | |
| 3 | 26726 | 0.8% |
pin_last_changed_year
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2011.4679 |
| Minimum | 2002 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 2002 |
|---|---|
| 5-th percentile | 2007 |
| Q1 | 2010 |
| median | 2011 |
| Q3 | 2013 |
| 95-th percentile | 2016 |
| Maximum | 2020 |
| Range | 18 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.8111607 |
|---|---|
| Coefficient of variation (CV) | 0.0013975668 |
| Kurtosis | 0.25003815 |
| Mean | 2011.4679 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.23724737 |
| Sum | 6.8596988 × 109 |
| Variance | 7.9026246 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2011 | 593016 | |
| 2010 | 525029 | |
| 2012 | 364802 | |
| 2013 | 342503 | |
| 2009 | 333281 | |
| 2014 | 312642 | |
| 2015 | 248230 | |
| 2008 | 210293 | 6.2% |
| 2007 | 128819 | 3.8% |
| 2016 | 119917 | 3.5% |
| Other values (9) | 231763 | 6.8% |
| Value | Count | Frequency (%) |
| 2002 | 545 | < 0.1% |
| 2003 | 11442 | 0.3% |
| 2004 | 7483 | 0.2% |
| 2005 | 22961 | 0.7% |
| 2006 | 59489 | 1.7% |
| 2007 | 128819 | 3.8% |
| 2008 | 210293 | 6.2% |
| 2009 | 333281 | |
| 2010 | 525029 | |
| 2011 | 593016 |
| Value | Count | Frequency (%) |
| 2020 | 22884 | 0.7% |
| 2019 | 22057 | 0.6% |
| 2018 | 45231 | 1.3% |
| 2017 | 39671 | 1.2% |
| 2016 | 119917 | 3.5% |
| 2015 | 248230 | |
| 2014 | 312642 | |
| 2013 | 342503 | |
| 2012 | 364802 | |
| 2011 | 593016 |
transaction_id
Real number (ℝ)
High correlation  Unique 
| Distinct | 3410295 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36632243 |
| Minimum | 24390796 |
|---|---|
| Maximum | 48766716 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 24390796 |
|---|---|
| 5-th percentile | 25640490 |
| Q1 | 30576474 |
| median | 36653992 |
| Q3 | 42739196 |
| 95-th percentile | 47577959 |
| Maximum | 48766716 |
| Range | 24375920 |
| Interquartile range (IQR) | 12162722 |
Descriptive statistics
| Standard deviation | 7046989.4 |
|---|---|
| Coefficient of variation (CV) | 0.19237122 |
| Kurtosis | -1.2039583 |
| Mean | 36632243 |
| Median Absolute Deviation (MAD) | 6078480 |
| Skewness | -2.3031187 × 10-5 |
| Sum | 1.2492675 × 1014 |
| Variance | 4.966006 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48682211 | 1 | < 0.1% |
| 40600275 | 1 | < 0.1% |
| 40593418 | 1 | < 0.1% |
| 40593419 | 1 | < 0.1% |
| 40593420 | 1 | < 0.1% |
| 40593421 | 1 | < 0.1% |
| 40593422 | 1 | < 0.1% |
| 40593423 | 1 | < 0.1% |
| 40593424 | 1 | < 0.1% |
| 40593425 | 1 | < 0.1% |
| Other values (3410285) | 3410285 |
| Value | Count | Frequency (%) |
| 24390796 | 1 | |
| 24390797 | 1 | |
| 24390798 | 1 | |
| 24390799 | 1 | |
| 24390800 | 1 | |
| 24390801 | 1 | |
| 24390802 | 1 | |
| 24390803 | 1 | |
| 24390804 | 1 | |
| 24390805 | 1 |
| Value | Count | Frequency (%) |
| 48766716 | 1 | |
| 48766715 | 1 | |
| 48766714 | 1 | |
| 48766713 | 1 | |
| 48766712 | 1 | |
| 48766711 | 1 | |
| 48766710 | 1 | |
| 48766709 | 1 | |
| 48766708 | 1 | |
| 48766707 | 1 |
fraud_detected
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 MiB |
| False | |
|---|---|
| True | 6860 |
| Value | Count | Frequency (%) |
| False | 3403435 | |
| True | 6860 | 0.2% |
merchant_city
Text
| Distinct | 9782 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
Length
| Max length | 25 |
|---|---|
| Median length | 22 |
| Mean length | 8.5347725 |
| Min length | 3 |
Unique
| Unique | 920 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Coushatta |
|---|---|
| 2nd row | Blanchard |
| 3rd row | Bienville |
| 4th row | Cotton Valley |
| 5th row | Coushatta |
| Value | Count | Frequency (%) |
| online | 428339 | 10.1% |
| san | 69227 | 1.6% |
| city | 67716 | 1.6% |
| houston | 37344 | 0.9% |
| beach | 36967 | 0.9% |
| park | 33998 | 0.8% |
| new | 32634 | 0.8% |
| saint | 30118 | 0.7% |
| fort | 30083 | 0.7% |
| los | 28451 | 0.7% |
| Other values (8218) | 3431397 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2400407 | 8.2% |
| e | 2353139 | 8.1% |
| o | 2147888 | 7.4% |
| n | 2033051 | 7.0% |
| l | 1876340 | 6.4% |
| r | 1636742 | 5.6% |
| i | 1625957 | 5.6% |
| t | 1348201 | 4.6% |
| s | 1116827 | 3.8% |
| N | 991941 | 3.4% |
| Other values (44) | 11575599 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 29106092 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2400407 | 8.2% |
| e | 2353139 | 8.1% |
| o | 2147888 | 7.4% |
| n | 2033051 | 7.0% |
| l | 1876340 | 6.4% |
| r | 1636742 | 5.6% |
| i | 1625957 | 5.6% |
| t | 1348201 | 4.6% |
| s | 1116827 | 3.8% |
| N | 991941 | 3.4% |
| Other values (44) | 11575599 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 29106092 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2400407 | 8.2% |
| e | 2353139 | 8.1% |
| o | 2147888 | 7.4% |
| n | 2033051 | 7.0% |
| l | 1876340 | 6.4% |
| r | 1636742 | 5.6% |
| i | 1625957 | 5.6% |
| t | 1348201 | 4.6% |
| s | 1116827 | 3.8% |
| N | 991941 | 3.4% |
| Other values (44) | 11575599 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 29106092 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2400407 | 8.2% |
| e | 2353139 | 8.1% |
| o | 2147888 | 7.4% |
| n | 2033051 | 7.0% |
| l | 1876340 | 6.4% |
| r | 1636742 | 5.6% |
| i | 1625957 | 5.6% |
| t | 1348201 | 4.6% |
| s | 1116827 | 3.8% |
| N | 991941 | 3.4% |
| Other values (44) | 11575599 |
merchant_id
Real number (ℝ)
High correlation 
| Distinct | 45759 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.7914061 × 1017 |
| Minimum | -9.2228994 × 1018 |
|---|---|
| Maximum | 9.2228771 × 1018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1822859 |
| Negative (%) | 53.5% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | -9.2228994 × 1018 |
|---|---|
| 5-th percentile | -7.1522583 × 1018 |
| Q1 | -4.5306007 × 1018 |
| median | -7.948098 × 1017 |
| Q3 | 3.2157863 × 1018 |
| 95-th percentile | 7.4534879 × 1018 |
| Maximum | 9.2228771 × 1018 |
| Range | -9.675152 × 1014 |
| Interquartile range (IQR) | 7.746387 × 1018 |
Descriptive statistics
| Standard deviation | 4.7678509 × 1018 |
|---|---|
| Coefficient of variation (CV) | -9.9508387 |
| Kurtosis | -1.0670783 |
| Mean | -4.7914061 × 1017 |
| Median Absolute Deviation (MAD) | 3.8991701 × 1018 |
| Skewness | 0.20461948 |
| Sum | 1.7742764 × 1018 |
| Variance | 2.2732402 × 1037 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.79918998 × 1018 | 152248 | 4.5% |
| -4.282466774 × 1018 | 149676 | 4.4% |
| 2.02755365 × 1018 | 139659 | 4.1% |
| -2.088492412 × 1018 | 118291 | 3.5% |
| -1.288082279 × 1018 | 90584 | 2.7% |
| -5.162038176 × 1018 | 89256 | 2.6% |
| -6.57101047 × 1018 | 81067 | 2.4% |
| 1.913477461 × 1018 | 78030 | 2.3% |
| 9.703279769 × 1016 | 75951 | 2.2% |
| 4.722913069 × 1018 | 68144 | 2.0% |
| Other values (45749) | 2367389 |
| Value | Count | Frequency (%) |
| -9.222899436 × 1018 | 15 | < 0.1% |
| -9.222232253 × 1018 | 2 | < 0.1% |
| -9.220641188 × 1018 | 3 | < 0.1% |
| -9.219256822 × 1018 | 4 | < 0.1% |
| -9.218972161 × 1018 | 1 | < 0.1% |
| -9.218357706 × 1018 | 1 | < 0.1% |
| -9.218341 × 1018 | 29 | < 0.1% |
| -9.218007809 × 1018 | 4 | < 0.1% |
| -9.217865649 × 1018 | 1 | < 0.1% |
| -9.217785961 × 1018 | 177 |
| Value | Count | Frequency (%) |
| 9.222877123 × 1018 | 352 | |
| 9.222874645 × 1018 | 1 | < 0.1% |
| 9.222821118 × 1018 | 5 | < 0.1% |
| 9.222782455 × 1018 | 23 | < 0.1% |
| 9.222660741 × 1018 | 123 | < 0.1% |
| 9.222173967 × 1018 | 7 | < 0.1% |
| 9.220787458 × 1018 | 1 | < 0.1% |
| 9.220055689 × 1018 | 4 | < 0.1% |
| 9.219903649 × 1018 | 2 | < 0.1% |
| 9.219825771 × 1018 | 28 | < 0.1% |
merchant_mcc_code
Real number (ℝ)
High correlation 
| Distinct | 109 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5558.5686 |
| Minimum | 1711 |
|---|---|
| Maximum | 9402 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 1711 |
|---|---|
| 5-th percentile | 4121 |
| Q1 | 5300 |
| median | 5499 |
| Q3 | 5812 |
| 95-th percentile | 7538 |
| Maximum | 9402 |
| Range | 7691 |
| Interquartile range (IQR) | 512 |
Descriptive statistics
| Standard deviation | 880.57208 |
|---|---|
| Coefficient of variation (CV) | 0.15841706 |
| Kurtosis | 3.5252759 |
| Mean | 5558.5686 |
| Median Absolute Deviation (MAD) | 313 |
| Skewness | 1.1979504 |
| Sum | 1.8956359 × 1010 |
| Variance | 775407.19 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5411 | 406388 | 11.9% |
| 5499 | 365779 | 10.7% |
| 5541 | 358479 | 10.5% |
| 5812 | 252661 | 7.4% |
| 5912 | 197018 | 5.8% |
| 4784 | 184974 | 5.4% |
| 5300 | 155421 | 4.6% |
| 4829 | 149676 | 4.4% |
| 4121 | 138385 | 4.1% |
| 7538 | 127353 | 3.7% |
| Other values (99) | 1074161 |
| Value | Count | Frequency (%) |
| 1711 | 797 | |
| 3000 | 761 | |
| 3001 | 808 | |
| 3005 | 114 | < 0.1% |
| 3006 | 85 | < 0.1% |
| 3007 | 93 | < 0.1% |
| 3008 | 110 | < 0.1% |
| 3009 | 99 | < 0.1% |
| 3058 | 785 | |
| 3066 | 686 |
| Value | Count | Frequency (%) |
| 9402 | 24844 | |
| 8931 | 959 | < 0.1% |
| 8111 | 1783 | 0.1% |
| 8099 | 3953 | 0.1% |
| 8062 | 930 | < 0.1% |
| 8049 | 2676 | 0.1% |
| 8043 | 4342 | 0.1% |
| 8041 | 2704 | 0.1% |
| 8021 | 8294 | 0.2% |
| 8011 | 6307 | 0.2% |
merchant_state
Text
Missing 
| Distinct | 141 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 428339 |
| Missing (%) | 12.6% |
| Memory size | 26.0 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 2 |
| Mean length | 2.0384164 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | LA |
|---|---|
| 2nd row | LA |
| 3rd row | LA |
| 4th row | LA |
| 5th row | LA |
| Value | Count | Frequency (%) |
| ca | 363298 | 12.2% |
| tx | 249893 | 8.4% |
| ny | 199160 | 6.7% |
| fl | 185751 | 6.2% |
| oh | 122747 | 4.1% |
| il | 120400 | 4.0% |
| pa | 115015 | 3.9% |
| nc | 104236 | 3.5% |
| mi | 89914 | 3.0% |
| ga | 89031 | 3.0% |
| Other values (147) | 1345629 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 957971 | |
| N | 666398 | |
| C | 592476 | 9.7% |
| I | 423162 | 7.0% |
| L | 396857 | 6.5% |
| T | 393080 | 6.5% |
| M | 363886 | 6.0% |
| O | 276848 | 4.6% |
| X | 249893 | 4.1% |
| Y | 244172 | 4.0% |
| Other values (42) | 1513725 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6078468 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 957971 | |
| N | 666398 | |
| C | 592476 | 9.7% |
| I | 423162 | 7.0% |
| L | 396857 | 6.5% |
| T | 393080 | 6.5% |
| M | 363886 | 6.0% |
| O | 276848 | 4.6% |
| X | 249893 | 4.1% |
| Y | 244172 | 4.0% |
| Other values (42) | 1513725 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6078468 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 957971 | |
| N | 666398 | |
| C | 592476 | 9.7% |
| I | 423162 | 7.0% |
| L | 396857 | 6.5% |
| T | 393080 | 6.5% |
| M | 363886 | 6.0% |
| O | 276848 | 4.6% |
| X | 249893 | 4.1% |
| Y | 244172 | 4.0% |
| Other values (42) | 1513725 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6078468 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 957971 | |
| N | 666398 | |
| C | 592476 | 9.7% |
| I | 423162 | 7.0% |
| L | 396857 | 6.5% |
| T | 393080 | 6.5% |
| M | 363886 | 6.0% |
| O | 276848 | 4.6% |
| X | 249893 | 4.1% |
| Y | 244172 | 4.0% |
| Other values (42) | 1513725 |
merchant_zip
Real number (ℝ)
High correlation  Missing 
| Distinct | 19387 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 449930 |
| Missing (%) | 13.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51070.572 |
| Minimum | 1001 |
|---|---|
| Maximum | 99840 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | 1001 |
|---|---|
| 5-th percentile | 7306 |
| Q1 | 28312 |
| median | 47341 |
| Q3 | 77571 |
| 95-th percentile | 95621 |
| Maximum | 99840 |
| Range | 98839 |
| Interquartile range (IQR) | 49259 |
Descriptive statistics
| Standard deviation | 29393.782 |
|---|---|
| Coefficient of variation (CV) | 0.57555224 |
| Kurtosis | -1.2754833 |
| Mean | 51070.572 |
| Median Absolute Deviation (MAD) | 26601 |
| Skewness | 0.086279869 |
| Sum | 1.5118753 × 1011 |
| Variance | 8.6399443 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98516 | 7814 | 0.2% |
| 75023 | 6786 | 0.2% |
| 91606 | 6590 | 0.2% |
| 87121 | 6425 | 0.2% |
| 77056 | 5574 | 0.2% |
| 94606 | 5546 | 0.2% |
| 80013 | 5346 | 0.2% |
| 40299 | 5206 | 0.2% |
| 95687 | 5185 | 0.2% |
| 29229 | 5110 | 0.1% |
| Other values (19377) | 2900783 | |
| (Missing) | 449930 | 13.2% |
| Value | Count | Frequency (%) |
| 1001 | 10 | |
| 1002 | 4 | < 0.1% |
| 1009 | 1 | < 0.1% |
| 1010 | 5 | |
| 1011 | 1 | < 0.1% |
| 1012 | 12 | |
| 1013 | 12 | |
| 1020 | 3 | < 0.1% |
| 1022 | 8 | |
| 1027 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99840 | 3 | < 0.1% |
| 99835 | 8 | < 0.1% |
| 99833 | 1 | < 0.1% |
| 99829 | 12 | |
| 99827 | 2 | < 0.1% |
| 99826 | 1 | < 0.1% |
| 99824 | 2 | < 0.1% |
| 99803 | 12 | |
| 99802 | 6 | < 0.1% |
| 99801 | 20 |
transaction_amount
Real number (ℝ)
| Distinct | 50374 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.04289 |
| Minimum | -500 |
|---|---|
| Maximum | 4804.21 |
| Zeros | 2695 |
| Zeros (%) | 0.1% |
| Negative | 164835 |
| Negative (%) | 4.8% |
| Memory size | 26.0 MiB |
Quantile statistics
| Minimum | -500 |
|---|---|
| 5-th percentile | 0.13 |
| Q1 | 9.08 |
| median | 29.25 |
| Q3 | 63.1 |
| 95-th percentile | 145.88 |
| Maximum | 4804.21 |
| Range | 5304.21 |
| Interquartile range (IQR) | 54.02 |
Descriptive statistics
| Standard deviation | 81.403066 |
|---|---|
| Coefficient of variation (CV) | 1.8912082 |
| Kurtosis | 95.108947 |
| Mean | 43.04289 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 5.0927513 |
| Sum | 1.4678895 × 108 |
| Variance | 6626.4591 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 33437 | 1.0% |
| 100 | 31437 | 0.9% |
| 60 | 25987 | 0.8% |
| 120 | 19880 | 0.6% |
| 40 | 14204 | 0.4% |
| 140 | 11288 | 0.3% |
| 20 | 8111 | 0.2% |
| 160 | 5617 | 0.2% |
| 50 | 3125 | 0.1% |
| 54 | 3100 | 0.1% |
| Other values (50364) | 3254109 |
| Value | Count | Frequency (%) |
| -500 | 47 | |
| -499 | 57 | |
| -498 | 50 | |
| -497 | 53 | |
| -496 | 46 | |
| -495 | 48 | |
| -494 | 46 | |
| -493 | 53 | |
| -492 | 57 | |
| -491 | 42 |
| Value | Count | Frequency (%) |
| 4804.21 | 1 | |
| 4645.71 | 1 | |
| 4633.43 | 1 | |
| 4077.18 | 1 | |
| 3865.86 | 1 | |
| 3752.4 | 1 | |
| 3679.33 | 1 | |
| 3677.13 | 1 | |
| 3524.62 | 1 | |
| 3523.13 | 1 |
| Distinct | 883198 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Minimum | 2015-01-01 00:01:00 |
|---|---|
| Maximum | 2016-12-31 23:59:00 |
transaction_error
Categorical
High correlation  Imbalance  Missing 
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3355771 |
| Missing (%) | 98.4% |
| Memory size | 26.0 MiB |
| Insufficient Balance | |
|---|---|
| Bad PIN | |
| Technical Glitch | |
| Bad Card Number | 2134 |
| Bad Expiration | 1764 |
| Other values (15) | 2284 |
Length
| Max length | 37 |
|---|---|
| Median length | 20 |
| Mean length | 16.744608 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Insufficient Balance |
|---|---|
| 2nd row | Insufficient Balance |
| 3rd row | Insufficient Balance |
| 4th row | Insufficient Balance |
| 5th row | Insufficient Balance |
Common Values
| Value | Count | Frequency (%) |
| Insufficient Balance | 33280 | 1.0% |
| Bad PIN | 8187 | 0.2% |
| Technical Glitch | 6875 | 0.2% |
| Bad Card Number | 2134 | 0.1% |
| Bad Expiration | 1764 | 0.1% |
| Bad CVV | 1740 | 0.1% |
| Bad Zipcode | 282 | < 0.1% |
| Bad PIN,Insufficient Balance | 73 | < 0.1% |
| Insufficient Balance,Technical Glitch | 66 | < 0.1% |
| Bad PIN,Technical Glitch | 20 | < 0.1% |
| Other values (10) | 103 | < 0.1% |
| (Missing) | 3355771 |
Length
| Value | Count | Frequency (%) |
| balance | 33411 | |
| insufficient | 33346 | |
| bad | 14303 | |
| pin | 8187 | 7.3% |
| glitch | 6976 | 6.3% |
| technical | 6875 | 6.2% |
| card | 2182 | 2.0% |
| number | 2134 | 1.9% |
| expiration | 1777 | 1.6% |
| cvv | 1757 | 1.6% |
| Other values (13) | 544 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 109213 | |
| a | 92251 | |
| c | 88166 | |
| i | 84802 | |
| e | 76396 | 8.4% |
| f | 66954 | 7.3% |
| 56968 | 6.2% | |
| B | 47810 | 5.2% |
| l | 47429 | 5.2% |
| t | 42259 | 4.6% |
| Other values (20) | 200735 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 912983 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 109213 | |
| a | 92251 | |
| c | 88166 | |
| i | 84802 | |
| e | 76396 | 8.4% |
| f | 66954 | 7.3% |
| 56968 | 6.2% | |
| B | 47810 | 5.2% |
| l | 47429 | 5.2% |
| t | 42259 | 4.6% |
| Other values (20) | 200735 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 912983 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 109213 | |
| a | 92251 | |
| c | 88166 | |
| i | 84802 | |
| e | 76396 | 8.4% |
| f | 66954 | 7.3% |
| 56968 | 6.2% | |
| B | 47810 | 5.2% |
| l | 47429 | 5.2% |
| t | 42259 | 4.6% |
| Other values (20) | 200735 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 912983 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 109213 | |
| a | 92251 | |
| c | 88166 | |
| i | 84802 | |
| e | 76396 | 8.4% |
| f | 66954 | 7.3% |
| 56968 | 6.2% | |
| B | 47810 | 5.2% |
| l | 47429 | 5.2% |
| t | 42259 | 4.6% |
| Other values (20) | 200735 |
transaction_type
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.0 MiB |
| Chip Transaction | |
|---|---|
| Swipe Transaction | |
| Online Transaction |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 16.420639 |
| Min length | 16 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Chip Transaction |
|---|---|
| 2nd row | Chip Transaction |
| 3rd row | Chip Transaction |
| 4th row | Chip Transaction |
| 5th row | Chip Transaction |
Common Values
| Value | Count | Frequency (%) |
| Chip Transaction | 2401255 | |
| Swipe Transaction | 583576 | 17.1% |
| Online Transaction | 425464 | 12.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| transaction | 3410295 | |
| chip | 2401255 | |
| swipe | 583576 | 8.6% |
| online | 425464 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 7671518 | |
| i | 6820590 | |
| a | 6820590 | |
| s | 3410295 | 6.1% |
| t | 3410295 | 6.1% |
| 3410295 | 6.1% | |
| T | 3410295 | 6.1% |
| r | 3410295 | 6.1% |
| o | 3410295 | 6.1% |
| c | 3410295 | 6.1% |
| Other values (8) | 10814461 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 55999224 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 7671518 | |
| i | 6820590 | |
| a | 6820590 | |
| s | 3410295 | 6.1% |
| t | 3410295 | 6.1% |
| 3410295 | 6.1% | |
| T | 3410295 | 6.1% |
| r | 3410295 | 6.1% |
| o | 3410295 | 6.1% |
| c | 3410295 | 6.1% |
| Other values (8) | 10814461 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 55999224 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 7671518 | |
| i | 6820590 | |
| a | 6820590 | |
| s | 3410295 | 6.1% |
| t | 3410295 | 6.1% |
| 3410295 | 6.1% | |
| T | 3410295 | 6.1% |
| r | 3410295 | 6.1% |
| o | 3410295 | 6.1% |
| c | 3410295 | 6.1% |
| Other values (8) | 10814461 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 55999224 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 7671518 | |
| i | 6820590 | |
| a | 6820590 | |
| s | 3410295 | 6.1% |
| t | 3410295 | 6.1% |
| 3410295 | 6.1% | |
| T | 3410295 | 6.1% |
| r | 3410295 | 6.1% |
| o | 3410295 | 6.1% |
| c | 3410295 | 6.1% |
| Other values (8) | 10814461 |
Interactions
Correlations
| customer_id | birth_month | birth_year | credit_card_count | credit_score | current_age | latitude | longitude | per_capita_income | retirement_age | total_debt | yearly_income | card_id | card_index | credit_limit | number_cards_issued | pin_last_changed_year | transaction_id | transaction_amount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.037 | -0.022 | -0.007 | 0.047 | 0.023 | 0.042 | 0.014 | -0.064 | -0.019 | -0.034 | -0.054 | 1.000 | -0.005 | -0.039 | -0.032 | 0.009 | 1.000 | -0.010 |
| birth_month | -0.037 | 1.000 | 0.000 | -0.000 | -0.047 | -0.016 | -0.059 | -0.025 | -0.015 | 0.022 | -0.009 | -0.006 | -0.037 | 0.010 | -0.004 | 0.012 | -0.021 | -0.037 | -0.011 |
| birth_year | -0.022 | 0.000 | 1.000 | -0.386 | 0.006 | -1.000 | 0.027 | 0.059 | -0.019 | 0.020 | 0.361 | 0.110 | -0.023 | -0.227 | 0.034 | -0.023 | 0.049 | -0.023 | 0.003 |
| credit_card_count | -0.007 | -0.000 | -0.386 | 1.000 | 0.269 | 0.386 | -0.003 | -0.068 | 0.011 | 0.161 | -0.223 | -0.043 | -0.007 | 0.597 | 0.073 | -0.073 | -0.015 | -0.008 | -0.010 |
| credit_score | 0.047 | -0.047 | 0.006 | 0.269 | 1.000 | -0.005 | 0.038 | -0.004 | -0.044 | 0.160 | -0.128 | -0.041 | 0.047 | 0.167 | 0.048 | -0.059 | -0.015 | 0.047 | -0.012 |
| current_age | 0.023 | -0.016 | -1.000 | 0.386 | -0.005 | 1.000 | -0.026 | -0.059 | 0.019 | -0.021 | -0.361 | -0.111 | 0.023 | 0.227 | -0.034 | 0.023 | -0.049 | 0.023 | -0.003 |
| latitude | 0.042 | -0.059 | 0.027 | -0.003 | 0.038 | -0.026 | 1.000 | 0.139 | 0.119 | -0.006 | 0.027 | 0.113 | 0.042 | -0.019 | 0.082 | -0.032 | 0.014 | 0.043 | 0.008 |
| longitude | 0.014 | -0.025 | 0.059 | -0.068 | -0.004 | -0.059 | 0.139 | 1.000 | 0.038 | 0.002 | 0.038 | 0.064 | 0.014 | -0.050 | 0.034 | 0.009 | 0.033 | 0.013 | 0.013 |
| per_capita_income | -0.064 | -0.015 | -0.019 | 0.011 | -0.044 | 0.019 | 0.119 | 0.038 | 1.000 | -0.053 | 0.447 | 0.952 | -0.063 | 0.003 | 0.587 | -0.004 | -0.012 | -0.064 | 0.101 |
| retirement_age | -0.019 | 0.022 | 0.020 | 0.161 | 0.160 | -0.021 | -0.006 | 0.002 | -0.053 | 1.000 | -0.051 | -0.024 | -0.020 | 0.113 | 0.012 | -0.080 | -0.003 | -0.021 | -0.007 |
| total_debt | -0.034 | -0.009 | 0.361 | -0.223 | -0.128 | -0.361 | 0.027 | 0.038 | 0.447 | -0.051 | 1.000 | 0.514 | -0.034 | -0.123 | 0.253 | 0.026 | -0.009 | -0.034 | 0.048 |
| yearly_income | -0.054 | -0.006 | 0.110 | -0.043 | -0.041 | -0.111 | 0.113 | 0.064 | 0.952 | -0.024 | 0.514 | 1.000 | -0.054 | -0.027 | 0.557 | -0.004 | -0.006 | -0.055 | 0.100 |
| card_id | 1.000 | -0.037 | -0.023 | -0.007 | 0.047 | 0.023 | 0.042 | 0.014 | -0.063 | -0.020 | -0.034 | -0.054 | 1.000 | -0.004 | -0.039 | -0.032 | 0.009 | 1.000 | -0.011 |
| card_index | -0.005 | 0.010 | -0.227 | 0.597 | 0.167 | 0.227 | -0.019 | -0.050 | 0.003 | 0.113 | -0.123 | -0.027 | -0.004 | 1.000 | 0.013 | -0.007 | -0.016 | -0.004 | -0.005 |
| credit_limit | -0.039 | -0.004 | 0.034 | 0.073 | 0.048 | -0.034 | 0.082 | 0.034 | 0.587 | 0.012 | 0.253 | 0.557 | -0.039 | 0.013 | 1.000 | -0.083 | -0.022 | -0.039 | 0.063 |
| number_cards_issued | -0.032 | 0.012 | -0.023 | -0.073 | -0.059 | 0.023 | -0.032 | 0.009 | -0.004 | -0.080 | 0.026 | -0.004 | -0.032 | -0.007 | -0.083 | 1.000 | 0.029 | -0.031 | 0.004 |
| pin_last_changed_year | 0.009 | -0.021 | 0.049 | -0.015 | -0.015 | -0.049 | 0.014 | 0.033 | -0.012 | -0.003 | -0.009 | -0.006 | 0.009 | -0.016 | -0.022 | 0.029 | 1.000 | 0.008 | 0.006 |
| transaction_id | 1.000 | -0.037 | -0.023 | -0.008 | 0.047 | 0.023 | 0.043 | 0.013 | -0.064 | -0.021 | -0.034 | -0.055 | 1.000 | -0.004 | -0.039 | -0.031 | 0.008 | 1.000 | -0.011 |
| transaction_amount | -0.010 | -0.011 | 0.003 | -0.010 | -0.012 | -0.003 | 0.008 | 0.013 | 0.101 | -0.007 | 0.048 | 0.100 | -0.011 | -0.005 | 0.063 | 0.004 | 0.006 | -0.011 | 1.000 |
| customer_id | birth_month | birth_year | credit_card_count | credit_score | current_age | latitude | longitude | per_capita_income | retirement_age | total_debt | yearly_income | card_id | card_index | credit_limit | number_cards_issued | pin_last_changed_year | transaction_id | transaction_amount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.037 | -0.028 | -0.011 | 0.043 | 0.028 | 0.039 | 0.017 | -0.068 | -0.021 | -0.030 | -0.061 | 1.000 | -0.007 | -0.034 | -0.032 | 0.015 | 1.000 | -0.017 |
| birth_month | -0.037 | 1.000 | 0.005 | -0.005 | -0.046 | -0.021 | -0.051 | -0.009 | 0.009 | 0.015 | -0.008 | 0.002 | -0.037 | 0.009 | 0.015 | 0.015 | -0.022 | -0.037 | -0.014 |
| birth_year | -0.028 | 0.005 | 1.000 | -0.361 | 0.002 | -1.000 | 0.012 | 0.026 | 0.014 | 0.028 | 0.388 | 0.179 | -0.028 | -0.180 | 0.052 | -0.028 | 0.058 | -0.028 | 0.009 |
| credit_card_count | -0.011 | -0.005 | -0.361 | 1.000 | 0.256 | 0.360 | -0.009 | -0.056 | -0.000 | 0.170 | -0.243 | -0.058 | -0.011 | 0.563 | 0.067 | -0.069 | -0.017 | -0.011 | -0.027 |
| credit_score | 0.043 | -0.046 | 0.002 | 0.256 | 1.000 | -0.002 | 0.043 | -0.012 | -0.012 | 0.148 | -0.115 | -0.006 | 0.043 | 0.165 | 0.067 | -0.067 | -0.017 | 0.043 | -0.020 |
| current_age | 0.028 | -0.021 | -1.000 | 0.360 | -0.002 | 1.000 | -0.012 | -0.027 | -0.014 | -0.029 | -0.387 | -0.180 | 0.028 | 0.180 | -0.052 | 0.028 | -0.058 | 0.028 | -0.009 |
| latitude | 0.039 | -0.051 | 0.012 | -0.009 | 0.043 | -0.012 | 1.000 | 0.241 | 0.179 | -0.007 | 0.015 | 0.170 | 0.039 | -0.016 | 0.098 | -0.030 | 0.013 | 0.039 | 0.005 |
| longitude | 0.017 | -0.009 | 0.026 | -0.056 | -0.012 | -0.027 | 0.241 | 1.000 | 0.112 | -0.043 | 0.052 | 0.135 | 0.017 | -0.035 | 0.069 | 0.005 | 0.024 | 0.017 | 0.023 |
| per_capita_income | -0.068 | 0.009 | 0.014 | -0.000 | -0.012 | -0.014 | 0.179 | 0.112 | 1.000 | -0.038 | 0.324 | 0.919 | -0.068 | -0.008 | 0.493 | -0.018 | -0.001 | -0.068 | 0.115 |
| retirement_age | -0.021 | 0.015 | 0.028 | 0.170 | 0.148 | -0.029 | -0.007 | -0.043 | -0.038 | 1.000 | -0.030 | 0.001 | -0.021 | 0.130 | 0.039 | -0.082 | -0.012 | -0.021 | -0.006 |
| total_debt | -0.030 | -0.008 | 0.388 | -0.243 | -0.115 | -0.387 | 0.015 | 0.052 | 0.324 | -0.030 | 1.000 | 0.437 | -0.030 | -0.144 | 0.154 | 0.031 | -0.005 | -0.030 | 0.045 |
| yearly_income | -0.061 | 0.002 | 0.179 | -0.058 | -0.006 | -0.180 | 0.170 | 0.135 | 0.919 | 0.001 | 0.437 | 1.000 | -0.061 | -0.037 | 0.459 | -0.020 | 0.007 | -0.061 | 0.107 |
| card_id | 1.000 | -0.037 | -0.028 | -0.011 | 0.043 | 0.028 | 0.039 | 0.017 | -0.068 | -0.021 | -0.030 | -0.061 | 1.000 | -0.006 | -0.034 | -0.032 | 0.015 | 1.000 | -0.017 |
| card_index | -0.007 | 0.009 | -0.180 | 0.563 | 0.165 | 0.180 | -0.016 | -0.035 | -0.008 | 0.130 | -0.144 | -0.037 | -0.006 | 1.000 | 0.008 | -0.009 | -0.009 | -0.006 | -0.017 |
| credit_limit | -0.034 | 0.015 | 0.052 | 0.067 | 0.067 | -0.052 | 0.098 | 0.069 | 0.493 | 0.039 | 0.154 | 0.459 | -0.034 | 0.008 | 1.000 | -0.104 | -0.021 | -0.034 | 0.072 |
| number_cards_issued | -0.032 | 0.015 | -0.028 | -0.069 | -0.067 | 0.028 | -0.030 | 0.005 | -0.018 | -0.082 | 0.031 | -0.020 | -0.032 | -0.009 | -0.104 | 1.000 | 0.028 | -0.032 | 0.008 |
| pin_last_changed_year | 0.015 | -0.022 | 0.058 | -0.017 | -0.017 | -0.058 | 0.013 | 0.024 | -0.001 | -0.012 | -0.005 | 0.007 | 0.015 | -0.009 | -0.021 | 0.028 | 1.000 | 0.015 | -0.001 |
| transaction_id | 1.000 | -0.037 | -0.028 | -0.011 | 0.043 | 0.028 | 0.039 | 0.017 | -0.068 | -0.021 | -0.030 | -0.061 | 1.000 | -0.006 | -0.034 | -0.032 | 0.015 | 1.000 | -0.017 |
| transaction_amount | -0.017 | -0.014 | 0.009 | -0.027 | -0.020 | -0.009 | 0.005 | 0.023 | 0.115 | -0.006 | 0.045 | 0.107 | -0.017 | -0.017 | 0.072 | 0.008 | -0.001 | -0.017 | 1.000 |
| customer_id | birth_month | birth_year | credit_card_count | credit_score | current_age | latitude | longitude | per_capita_income | retirement_age | total_debt | yearly_income | card_id | card_index | credit_limit | number_cards_issued | pin_last_changed_year | transaction_id | transaction_amount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.026 | -0.019 | -0.008 | 0.028 | 0.020 | 0.026 | 0.011 | -0.045 | -0.015 | -0.020 | -0.041 | 1.000 | -0.005 | -0.023 | -0.026 | 0.011 | 1.000 | -0.011 |
| birth_month | -0.026 | 1.000 | 0.003 | -0.003 | -0.032 | -0.014 | -0.035 | -0.006 | 0.006 | 0.011 | -0.006 | 0.001 | -0.026 | 0.007 | 0.011 | 0.012 | -0.016 | -0.026 | -0.010 |
| birth_year | -0.019 | 0.003 | 1.000 | -0.269 | 0.002 | -0.995 | 0.008 | 0.017 | 0.010 | 0.020 | 0.273 | 0.121 | -0.019 | -0.136 | 0.035 | -0.023 | 0.042 | -0.019 | 0.006 |
| credit_card_count | -0.008 | -0.003 | -0.269 | 1.000 | 0.187 | 0.268 | -0.007 | -0.041 | -0.000 | 0.128 | -0.179 | -0.042 | -0.008 | 0.489 | 0.049 | -0.060 | -0.013 | -0.008 | -0.020 |
| credit_score | 0.028 | -0.032 | 0.002 | 0.187 | 1.000 | -0.002 | 0.029 | -0.007 | -0.008 | 0.102 | -0.078 | -0.004 | 0.028 | 0.123 | 0.044 | -0.054 | -0.012 | 0.028 | -0.013 |
| current_age | 0.020 | -0.014 | -0.995 | 0.268 | -0.002 | 1.000 | -0.007 | -0.018 | -0.010 | -0.021 | -0.272 | -0.122 | 0.020 | 0.135 | -0.036 | 0.023 | -0.042 | 0.020 | -0.006 |
| latitude | 0.026 | -0.035 | 0.008 | -0.007 | 0.029 | -0.007 | 1.000 | 0.160 | 0.119 | -0.005 | 0.009 | 0.112 | 0.026 | -0.012 | 0.066 | -0.025 | 0.009 | 0.026 | 0.003 |
| longitude | 0.011 | -0.006 | 0.017 | -0.041 | -0.007 | -0.018 | 0.160 | 1.000 | 0.078 | -0.030 | 0.036 | 0.094 | 0.011 | -0.026 | 0.047 | 0.004 | 0.017 | 0.011 | 0.015 |
| per_capita_income | -0.045 | 0.006 | 0.010 | -0.000 | -0.008 | -0.010 | 0.119 | 0.078 | 1.000 | -0.026 | 0.231 | 0.850 | -0.045 | -0.006 | 0.352 | -0.014 | -0.001 | -0.045 | 0.077 |
| retirement_age | -0.015 | 0.011 | 0.020 | 0.128 | 0.102 | -0.021 | -0.005 | -0.030 | -0.026 | 1.000 | -0.021 | 0.002 | -0.015 | 0.101 | 0.027 | -0.070 | -0.008 | -0.015 | -0.004 |
| total_debt | -0.020 | -0.006 | 0.273 | -0.179 | -0.078 | -0.272 | 0.009 | 0.036 | 0.231 | -0.021 | 1.000 | 0.319 | -0.020 | -0.108 | 0.105 | 0.026 | -0.003 | -0.020 | 0.030 |
| yearly_income | -0.041 | 0.001 | 0.121 | -0.042 | -0.004 | -0.122 | 0.112 | 0.094 | 0.850 | 0.002 | 0.319 | 1.000 | -0.041 | -0.028 | 0.326 | -0.017 | 0.005 | -0.041 | 0.072 |
| card_id | 1.000 | -0.026 | -0.019 | -0.008 | 0.028 | 0.020 | 0.026 | 0.011 | -0.045 | -0.015 | -0.020 | -0.041 | 1.000 | -0.004 | -0.023 | -0.026 | 0.011 | 1.000 | -0.011 |
| card_index | -0.005 | 0.007 | -0.136 | 0.489 | 0.123 | 0.135 | -0.012 | -0.026 | -0.006 | 0.101 | -0.108 | -0.028 | -0.004 | 1.000 | 0.006 | -0.008 | -0.007 | -0.004 | -0.012 |
| credit_limit | -0.023 | 0.011 | 0.035 | 0.049 | 0.044 | -0.036 | 0.066 | 0.047 | 0.352 | 0.027 | 0.105 | 0.326 | -0.023 | 0.006 | 1.000 | -0.085 | -0.015 | -0.023 | 0.048 |
| number_cards_issued | -0.026 | 0.012 | -0.023 | -0.060 | -0.054 | 0.023 | -0.025 | 0.004 | -0.014 | -0.070 | 0.026 | -0.017 | -0.026 | -0.008 | -0.085 | 1.000 | 0.024 | -0.026 | 0.007 |
| pin_last_changed_year | 0.011 | -0.016 | 0.042 | -0.013 | -0.012 | -0.042 | 0.009 | 0.017 | -0.001 | -0.008 | -0.003 | 0.005 | 0.011 | -0.007 | -0.015 | 0.024 | 1.000 | 0.011 | -0.001 |
| transaction_id | 1.000 | -0.026 | -0.019 | -0.008 | 0.028 | 0.020 | 0.026 | 0.011 | -0.045 | -0.015 | -0.020 | -0.041 | 1.000 | -0.004 | -0.023 | -0.026 | 0.011 | 1.000 | -0.011 |
| transaction_amount | -0.011 | -0.010 | 0.006 | -0.020 | -0.013 | -0.006 | 0.003 | 0.015 | 0.077 | -0.004 | 0.030 | 0.072 | -0.011 | -0.012 | 0.048 | 0.007 | -0.001 | -0.011 | 1.000 |
| customer_id | birth_month | birth_year | credit_card_count | credit_score | current_age | gender | latitude | longitude | per_capita_income | retirement_age | total_debt | yearly_income | card_id | card_brand | card_index | card_number | card_type | credit_limit | cvv_code | has_chip | number_cards_issued | pin_last_changed_year | transaction_id | fraud_detected | merchant_id | merchant_mcc_code | merchant_zip | transaction_amount | transaction_error | transaction_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | 0.259 | 0.259 | 0.179 | 0.286 | 0.261 | 0.129 | 0.177 | 0.165 | 0.208 | 0.270 | 0.196 | 0.294 | 0.999 | 0.098 | 0.089 | 0.106 | 0.093 | 0.143 | 0.170 | 0.062 | 0.109 | 0.208 | 0.999 | 0.003 | 0.083 | 0.045 | 0.231 | 0.029 | 0.046 | 0.056 |
| birth_month | 0.259 | 1.000 | 0.257 | 0.176 | 0.297 | 0.244 | 0.093 | 0.171 | 0.179 | 0.207 | 0.281 | 0.208 | 0.289 | 0.254 | 0.135 | 0.077 | 0.138 | 0.093 | 0.133 | 0.212 | 0.047 | 0.094 | 0.205 | 0.264 | 0.007 | 0.096 | 0.060 | 0.254 | 0.038 | 0.050 | 0.067 |
| birth_year | 0.259 | 0.257 | 1.000 | 0.395 | 0.282 | 0.999 | 0.116 | 0.254 | 0.267 | 0.195 | 0.243 | 0.383 | 0.358 | 0.258 | 0.108 | 0.258 | 0.105 | 0.063 | 0.120 | 0.195 | 0.060 | 0.099 | 0.256 | 0.259 | 0.013 | 0.098 | 0.076 | 0.272 | 0.042 | 0.070 | 0.074 |
| credit_card_count | 0.179 | 0.176 | 0.395 | 1.000 | 0.303 | 0.374 | 0.105 | 0.177 | 0.277 | 0.194 | 0.273 | 0.347 | 0.182 | 0.182 | 0.096 | 0.793 | 0.101 | 0.108 | 0.194 | 0.139 | 0.068 | 0.165 | 0.107 | 0.185 | 0.016 | 0.055 | 0.090 | 0.167 | 0.033 | 0.052 | 0.092 |
| credit_score | 0.286 | 0.297 | 0.282 | 0.303 | 1.000 | 0.258 | 0.073 | 0.186 | 0.180 | 0.243 | 0.391 | 0.281 | 0.364 | 0.271 | 0.121 | 0.175 | 0.128 | 0.087 | 0.128 | 0.189 | 0.076 | 0.146 | 0.212 | 0.277 | 0.007 | 0.086 | 0.065 | 0.240 | 0.039 | 0.121 | 0.091 |
| current_age | 0.261 | 0.244 | 0.999 | 0.374 | 0.258 | 1.000 | 0.127 | 0.223 | 0.230 | 0.192 | 0.236 | 0.385 | 0.364 | 0.260 | 0.108 | 0.233 | 0.103 | 0.056 | 0.122 | 0.197 | 0.057 | 0.101 | 0.256 | 0.259 | 0.013 | 0.092 | 0.077 | 0.285 | 0.033 | 0.068 | 0.067 |
| gender | 0.129 | 0.093 | 0.116 | 0.105 | 0.073 | 0.127 | 1.000 | 0.067 | 0.057 | 0.102 | 0.075 | 0.118 | 0.084 | 0.150 | 0.039 | 0.052 | 0.055 | 0.012 | 0.037 | 0.090 | 0.027 | 0.018 | 0.094 | 0.178 | 0.000 | 0.043 | 0.016 | 0.051 | 0.002 | 0.023 | 0.013 |
| latitude | 0.177 | 0.171 | 0.254 | 0.177 | 0.186 | 0.223 | 0.067 | 1.000 | 0.836 | 0.332 | 0.149 | 0.149 | 0.210 | 0.176 | 0.073 | 0.119 | 0.081 | 0.040 | 0.125 | 0.134 | 0.062 | 0.064 | 0.129 | 0.175 | 0.006 | 0.066 | 0.054 | 0.685 | 0.016 | 0.063 | 0.066 |
| longitude | 0.165 | 0.179 | 0.267 | 0.277 | 0.180 | 0.230 | 0.057 | 0.836 | 1.000 | 0.246 | 0.241 | 0.225 | 0.258 | 0.167 | 0.067 | 0.183 | 0.090 | 0.094 | 0.217 | 0.118 | 0.065 | 0.115 | 0.113 | 0.160 | 0.007 | 0.107 | 0.081 | 0.835 | 0.032 | 0.055 | 0.115 |
| per_capita_income | 0.208 | 0.207 | 0.195 | 0.194 | 0.243 | 0.192 | 0.102 | 0.332 | 0.246 | 1.000 | 0.232 | 0.587 | 0.943 | 0.205 | 0.109 | 0.086 | 0.102 | 0.074 | 0.667 | 0.123 | 0.053 | 0.046 | 0.109 | 0.207 | 0.005 | 0.065 | 0.077 | 0.241 | 0.068 | 0.097 | 0.081 |
| retirement_age | 0.270 | 0.281 | 0.243 | 0.273 | 0.391 | 0.236 | 0.075 | 0.149 | 0.241 | 0.232 | 1.000 | 0.248 | 0.296 | 0.269 | 0.113 | 0.152 | 0.117 | 0.104 | 0.194 | 0.171 | 0.055 | 0.211 | 0.193 | 0.267 | 0.006 | 0.084 | 0.059 | 0.266 | 0.024 | 0.046 | 0.061 |
| total_debt | 0.196 | 0.208 | 0.383 | 0.347 | 0.281 | 0.385 | 0.118 | 0.149 | 0.225 | 0.587 | 0.248 | 1.000 | 0.665 | 0.190 | 0.108 | 0.209 | 0.134 | 0.131 | 0.488 | 0.151 | 0.104 | 0.150 | 0.166 | 0.191 | 0.007 | 0.069 | 0.074 | 0.187 | 0.034 | 0.070 | 0.110 |
| yearly_income | 0.294 | 0.289 | 0.358 | 0.182 | 0.364 | 0.364 | 0.084 | 0.210 | 0.258 | 0.943 | 0.296 | 0.665 | 1.000 | 0.292 | 0.104 | 0.100 | 0.122 | 0.088 | 0.670 | 0.187 | 0.070 | 0.078 | 0.181 | 0.293 | 0.008 | 0.088 | 0.063 | 0.337 | 0.090 | 0.126 | 0.084 |
| card_id | 0.999 | 0.254 | 0.258 | 0.182 | 0.271 | 0.260 | 0.150 | 0.176 | 0.167 | 0.205 | 0.269 | 0.190 | 0.292 | 1.000 | 0.098 | 0.089 | 0.102 | 0.086 | 0.138 | 0.171 | 0.064 | 0.112 | 0.211 | 1.000 | 0.003 | 0.087 | 0.051 | 0.239 | 0.034 | 0.053 | 0.063 |
| card_brand | 0.098 | 0.135 | 0.108 | 0.096 | 0.121 | 0.108 | 0.039 | 0.073 | 0.067 | 0.109 | 0.113 | 0.108 | 0.104 | 0.098 | 1.000 | 0.082 | 0.991 | 0.363 | 0.143 | 0.091 | 0.054 | 0.027 | 0.106 | 0.098 | 0.003 | 0.029 | 0.028 | 0.073 | 0.053 | 0.148 | 0.018 |
| card_index | 0.089 | 0.077 | 0.258 | 0.793 | 0.175 | 0.233 | 0.052 | 0.119 | 0.183 | 0.086 | 0.152 | 0.209 | 0.100 | 0.089 | 0.082 | 1.000 | 0.092 | 0.108 | 0.179 | 0.097 | 0.047 | 0.080 | 0.109 | 0.094 | 0.010 | 0.031 | 0.050 | 0.083 | 0.019 | 0.015 | 0.067 |
| card_number | 0.106 | 0.138 | 0.105 | 0.101 | 0.128 | 0.103 | 0.055 | 0.081 | 0.090 | 0.102 | 0.117 | 0.134 | 0.122 | 0.102 | 0.991 | 0.092 | 1.000 | 0.639 | 0.145 | 0.108 | 0.057 | 0.090 | 0.121 | 0.104 | 0.003 | 0.032 | 0.031 | 0.091 | 0.047 | 0.111 | 0.051 |
| card_type | 0.093 | 0.093 | 0.063 | 0.108 | 0.087 | 0.056 | 0.012 | 0.040 | 0.094 | 0.074 | 0.104 | 0.131 | 0.088 | 0.086 | 0.363 | 0.108 | 0.639 | 1.000 | 0.565 | 0.097 | 0.010 | 0.075 | 0.098 | 0.081 | 0.004 | 0.041 | 0.128 | 0.067 | 0.144 | 0.319 | 0.040 |
| credit_limit | 0.143 | 0.133 | 0.120 | 0.194 | 0.128 | 0.122 | 0.037 | 0.125 | 0.217 | 0.667 | 0.194 | 0.488 | 0.670 | 0.138 | 0.143 | 0.179 | 0.145 | 0.565 | 1.000 | 0.137 | 0.057 | 0.159 | 0.131 | 0.131 | 0.005 | 0.041 | 0.065 | 0.160 | 0.034 | 0.089 | 0.077 |
| cvv_code | 0.170 | 0.212 | 0.195 | 0.139 | 0.189 | 0.197 | 0.090 | 0.134 | 0.118 | 0.123 | 0.171 | 0.151 | 0.187 | 0.171 | 0.091 | 0.097 | 0.108 | 0.097 | 0.137 | 1.000 | 0.057 | 0.125 | 0.211 | 0.180 | 0.006 | 0.068 | 0.028 | 0.165 | 0.021 | 0.028 | 0.053 |
| has_chip | 0.062 | 0.047 | 0.060 | 0.068 | 0.076 | 0.057 | 0.027 | 0.062 | 0.065 | 0.053 | 0.055 | 0.104 | 0.070 | 0.064 | 0.054 | 0.047 | 0.057 | 0.010 | 0.057 | 0.057 | 1.000 | 0.016 | 0.064 | 0.068 | 0.004 | 0.035 | 0.021 | 0.080 | 0.018 | 0.000 | 0.409 |
| number_cards_issued | 0.109 | 0.094 | 0.099 | 0.165 | 0.146 | 0.101 | 0.018 | 0.064 | 0.115 | 0.046 | 0.211 | 0.150 | 0.078 | 0.112 | 0.027 | 0.080 | 0.090 | 0.075 | 0.159 | 0.125 | 0.016 | 1.000 | 0.144 | 0.108 | 0.000 | 0.033 | 0.032 | 0.095 | 0.018 | 0.000 | 0.045 |
| pin_last_changed_year | 0.208 | 0.205 | 0.256 | 0.107 | 0.212 | 0.256 | 0.094 | 0.129 | 0.113 | 0.109 | 0.193 | 0.166 | 0.181 | 0.211 | 0.106 | 0.109 | 0.121 | 0.098 | 0.131 | 0.211 | 0.064 | 0.144 | 1.000 | 0.209 | 0.006 | 0.060 | 0.040 | 0.165 | 0.027 | 0.051 | 0.052 |
| transaction_id | 0.999 | 0.264 | 0.259 | 0.185 | 0.277 | 0.259 | 0.178 | 0.175 | 0.160 | 0.207 | 0.267 | 0.191 | 0.293 | 1.000 | 0.098 | 0.094 | 0.104 | 0.081 | 0.131 | 0.180 | 0.068 | 0.108 | 0.209 | 1.000 | 0.004 | 0.086 | 0.051 | 0.233 | 0.034 | 0.057 | 0.067 |
| fraud_detected | 0.003 | 0.007 | 0.013 | 0.016 | 0.007 | 0.013 | 0.000 | 0.006 | 0.007 | 0.005 | 0.006 | 0.007 | 0.008 | 0.003 | 0.003 | 0.010 | 0.003 | 0.004 | 0.005 | 0.006 | 0.004 | 0.000 | 0.006 | 0.004 | 1.000 | 0.013 | 0.038 | 0.004 | 0.043 | 0.168 | 0.060 |
| merchant_id | 0.083 | 0.096 | 0.098 | 0.055 | 0.086 | 0.092 | 0.043 | 0.066 | 0.107 | 0.065 | 0.084 | 0.069 | 0.088 | 0.087 | 0.029 | 0.031 | 0.032 | 0.041 | 0.041 | 0.068 | 0.035 | 0.033 | 0.060 | 0.086 | 0.013 | 1.000 | 0.410 | 0.117 | 0.155 | 0.342 | 0.398 |
| merchant_mcc_code | 0.045 | 0.060 | 0.076 | 0.090 | 0.065 | 0.077 | 0.016 | 0.054 | 0.081 | 0.077 | 0.059 | 0.074 | 0.063 | 0.051 | 0.028 | 0.050 | 0.031 | 0.128 | 0.065 | 0.028 | 0.021 | 0.032 | 0.040 | 0.051 | 0.038 | 0.410 | 1.000 | 0.073 | 0.403 | 0.440 | 0.747 |
| merchant_zip | 0.231 | 0.254 | 0.272 | 0.167 | 0.240 | 0.285 | 0.051 | 0.685 | 0.835 | 0.241 | 0.266 | 0.187 | 0.337 | 0.239 | 0.073 | 0.083 | 0.091 | 0.067 | 0.160 | 0.165 | 0.080 | 0.095 | 0.165 | 0.233 | 0.004 | 0.117 | 0.073 | 1.000 | 0.052 | 0.028 | 0.057 |
| transaction_amount | 0.029 | 0.038 | 0.042 | 0.033 | 0.039 | 0.033 | 0.002 | 0.016 | 0.032 | 0.068 | 0.024 | 0.034 | 0.090 | 0.034 | 0.053 | 0.019 | 0.047 | 0.144 | 0.034 | 0.021 | 0.018 | 0.018 | 0.027 | 0.034 | 0.043 | 0.155 | 0.403 | 0.052 | 1.000 | 0.332 | 0.089 |
| transaction_error | 0.046 | 0.050 | 0.070 | 0.052 | 0.121 | 0.068 | 0.023 | 0.063 | 0.055 | 0.097 | 0.046 | 0.070 | 0.126 | 0.053 | 0.148 | 0.015 | 0.111 | 0.319 | 0.089 | 0.028 | 0.000 | 0.000 | 0.051 | 0.057 | 0.168 | 0.342 | 0.440 | 0.028 | 0.332 | 1.000 | 0.721 |
| transaction_type | 0.056 | 0.067 | 0.074 | 0.092 | 0.091 | 0.067 | 0.013 | 0.066 | 0.115 | 0.081 | 0.061 | 0.110 | 0.084 | 0.063 | 0.018 | 0.067 | 0.051 | 0.040 | 0.077 | 0.053 | 0.409 | 0.045 | 0.052 | 0.067 | 0.060 | 0.398 | 0.747 | 0.057 | 0.089 | 0.721 | 1.000 |
| birth_month | birth_year | card_brand | card_id | card_index | card_number | card_type | credit_card_count | credit_limit | credit_score | current_age | customer_id | cvv_code | fraud_detected | gender | has_chip | latitude | longitude | merchant_id | merchant_mcc_code | merchant_zip | number_cards_issued | per_capita_income | pin_last_changed_year | retirement_age | total_debt | transaction_amount | transaction_error | transaction_id | transaction_type | yearly_income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| birth_month | 1.000 | 0.005 | 0.081 | -0.037 | 0.009 | 0.011 | 0.055 | -0.005 | 0.015 | -0.046 | -0.021 | -0.037 | -0.007 | 0.006 | 0.071 | 0.036 | -0.051 | -0.009 | -0.012 | -0.017 | 0.009 | 0.056 | 0.009 | -0.022 | 0.015 | -0.008 | -0.014 | 0.016 | -0.037 | 0.039 | 0.002 |
| birth_year | 0.005 | 1.000 | 0.065 | -0.028 | -0.180 | 0.004 | 0.034 | -0.361 | 0.052 | 0.002 | -1.000 | -0.028 | -0.031 | 0.010 | 0.088 | 0.047 | 0.012 | 0.026 | -0.002 | -0.003 | -0.022 | 0.059 | 0.014 | 0.058 | 0.028 | 0.388 | 0.009 | 0.022 | -0.028 | 0.042 | 0.179 |
| card_brand | 0.081 | 0.065 | 1.000 | 0.059 | 0.052 | 0.999 | 0.352 | 0.062 | 0.092 | 0.072 | 0.065 | 0.059 | 0.564 | 0.002 | 0.026 | 0.036 | 0.033 | 0.043 | 0.338 | 0.048 | 0.598 | 0.025 | 0.049 | 0.064 | 0.068 | 0.069 | 0.032 | 0.071 | 0.059 | 0.017 | 0.062 |
| card_id | -0.037 | -0.028 | 0.059 | 1.000 | -0.006 | 0.003 | 0.051 | -0.011 | -0.034 | 0.043 | 0.028 | 1.000 | -0.028 | 0.002 | 0.115 | 0.049 | 0.039 | 0.017 | 0.016 | 0.014 | -0.028 | 0.067 | -0.068 | 0.015 | -0.021 | -0.030 | -0.017 | 0.017 | 1.000 | 0.038 | -0.061 |
| card_index | 0.009 | -0.180 | 0.052 | -0.006 | 1.000 | -0.037 | 0.047 | 0.563 | 0.008 | 0.165 | 0.180 | -0.007 | 0.002 | 0.010 | 0.052 | 0.047 | -0.016 | -0.035 | 0.016 | 0.022 | 0.035 | 0.035 | -0.008 | -0.009 | 0.130 | -0.144 | -0.017 | 0.006 | -0.006 | 0.029 | -0.037 |
| card_number | 0.011 | 0.004 | 0.999 | 0.003 | -0.037 | 1.000 | 0.999 | -0.023 | 0.011 | 0.014 | -0.004 | 0.003 | 0.001 | 0.121 | 0.999 | 0.999 | -0.004 | -0.015 | -0.005 | 0.005 | 0.014 | 0.999 | -0.041 | 0.037 | -0.040 | -0.021 | -0.029 | 0.101 | 0.003 | 0.562 | -0.035 |
| card_type | 0.055 | 0.034 | 0.352 | 0.051 | 0.047 | 0.999 | 1.000 | 0.047 | 0.299 | 0.051 | 0.033 | 0.055 | 0.562 | 0.007 | 0.020 | 0.016 | 0.025 | 0.042 | 0.334 | 0.094 | 0.588 | 0.022 | 0.046 | 0.058 | 0.062 | 0.058 | 0.086 | 0.177 | 0.048 | 0.012 | 0.052 |
| credit_card_count | -0.005 | -0.361 | 0.062 | -0.011 | 0.563 | -0.023 | 0.047 | 1.000 | 0.067 | 0.256 | 0.360 | -0.011 | 0.024 | 0.016 | 0.105 | 0.068 | -0.009 | -0.056 | 0.032 | 0.024 | 0.057 | 0.073 | -0.000 | -0.017 | 0.170 | -0.243 | -0.027 | 0.021 | -0.011 | 0.040 | -0.058 |
| credit_limit | 0.015 | 0.052 | 0.092 | -0.034 | 0.008 | 0.011 | 0.299 | 0.067 | 1.000 | 0.067 | -0.052 | -0.034 | 0.025 | 0.005 | 0.037 | 0.057 | 0.098 | 0.069 | -0.006 | -0.014 | -0.057 | 0.070 | 0.493 | -0.021 | 0.039 | 0.154 | 0.072 | 0.035 | -0.034 | 0.034 | 0.459 |
| credit_score | -0.046 | 0.002 | 0.072 | 0.043 | 0.165 | 0.014 | 0.051 | 0.256 | 0.067 | 1.000 | -0.002 | 0.043 | -0.004 | 0.005 | 0.057 | 0.059 | 0.043 | -0.012 | 0.004 | 0.019 | 0.007 | 0.087 | -0.012 | -0.017 | 0.148 | -0.115 | -0.020 | 0.038 | 0.043 | 0.054 | -0.006 |
| current_age | -0.021 | -1.000 | 0.065 | 0.028 | 0.180 | -0.004 | 0.033 | 0.360 | -0.052 | -0.002 | 1.000 | 0.028 | 0.030 | 0.010 | 0.097 | 0.044 | -0.012 | -0.027 | 0.002 | 0.003 | 0.023 | 0.060 | -0.014 | -0.058 | -0.029 | -0.387 | -0.009 | 0.022 | 0.028 | 0.040 | -0.180 |
| customer_id | -0.037 | -0.028 | 0.059 | 1.000 | -0.007 | 0.003 | 0.055 | -0.011 | -0.034 | 0.043 | 0.028 | 1.000 | -0.028 | 0.002 | 0.099 | 0.047 | 0.039 | 0.017 | 0.016 | 0.014 | -0.028 | 0.065 | -0.068 | 0.015 | -0.021 | -0.030 | -0.017 | 0.014 | 1.000 | 0.033 | -0.061 |
| cvv_code | -0.007 | -0.031 | 0.564 | -0.028 | 0.002 | 0.001 | 0.562 | 0.024 | 0.025 | -0.004 | 0.030 | -0.028 | 1.000 | 0.050 | 0.568 | 0.566 | 0.013 | -0.000 | 0.017 | 0.010 | 0.004 | 0.580 | 0.001 | -0.006 | -0.024 | -0.009 | -0.002 | 0.068 | -0.028 | 0.327 | -0.005 |
| fraud_detected | 0.006 | 0.010 | 0.002 | 0.002 | 0.010 | 0.121 | 0.007 | 0.016 | 0.005 | 0.005 | 0.010 | 0.002 | 0.050 | 1.000 | 0.000 | 0.002 | 0.004 | 0.007 | 0.315 | 0.180 | 0.507 | 0.001 | 0.004 | 0.005 | 0.005 | 0.007 | 0.033 | 0.132 | 0.003 | 0.099 | 0.006 |
| gender | 0.071 | 0.088 | 0.026 | 0.115 | 0.052 | 0.999 | 0.020 | 0.105 | 0.037 | 0.057 | 0.097 | 0.099 | 0.568 | 0.000 | 1.000 | 0.017 | 0.050 | 0.058 | 0.453 | 0.045 | 0.847 | 0.030 | 0.077 | 0.072 | 0.057 | 0.118 | 0.001 | 0.019 | 0.136 | 0.021 | 0.064 |
| has_chip | 0.036 | 0.047 | 0.036 | 0.049 | 0.047 | 0.999 | 0.016 | 0.068 | 0.057 | 0.059 | 0.044 | 0.047 | 0.566 | 0.002 | 0.017 | 1.000 | 0.046 | 0.065 | 0.337 | 0.039 | 0.618 | 0.026 | 0.040 | 0.049 | 0.042 | 0.103 | 0.014 | 0.000 | 0.052 | 0.642 | 0.053 |
| latitude | -0.051 | 0.012 | 0.033 | 0.039 | -0.016 | -0.004 | 0.025 | -0.009 | 0.098 | 0.043 | -0.012 | 0.039 | 0.013 | 0.004 | 0.050 | 0.046 | 1.000 | 0.241 | 0.021 | 0.010 | -0.202 | 0.040 | 0.179 | 0.013 | -0.007 | 0.015 | 0.005 | 0.025 | 0.039 | 0.042 | 0.170 |
| longitude | -0.009 | 0.026 | 0.043 | 0.017 | -0.035 | -0.015 | 0.042 | -0.056 | 0.069 | -0.012 | -0.027 | 0.017 | -0.000 | 0.007 | 0.058 | 0.065 | 0.241 | 1.000 | 0.012 | -0.006 | -0.903 | 0.050 | 0.112 | 0.024 | -0.043 | 0.052 | 0.023 | 0.022 | 0.017 | 0.051 | 0.135 |
| merchant_id | -0.012 | -0.002 | 0.338 | 0.016 | 0.016 | -0.005 | 0.334 | 0.032 | -0.006 | 0.004 | 0.002 | 0.016 | 0.017 | 0.315 | 0.453 | 0.337 | 0.021 | 0.012 | 1.000 | 0.040 | -0.007 | 0.320 | -0.011 | 0.004 | -0.000 | 0.004 | -0.021 | 0.000 | 0.016 | 0.761 | -0.005 |
| merchant_mcc_code | -0.017 | -0.003 | 0.048 | 0.014 | 0.022 | 0.005 | 0.094 | 0.024 | -0.014 | 0.019 | 0.003 | 0.014 | 0.010 | 0.180 | 0.045 | 0.039 | 0.010 | -0.006 | 0.040 | 1.000 | -0.023 | 0.031 | -0.027 | 0.001 | 0.017 | -0.010 | -0.135 | 0.166 | 0.014 | 0.599 | -0.017 |
| merchant_zip | 0.009 | -0.022 | 0.598 | -0.028 | 0.035 | 0.014 | 0.588 | 0.057 | -0.057 | 0.007 | 0.023 | -0.028 | 0.004 | 0.507 | 0.847 | 0.618 | -0.202 | -0.903 | -0.007 | -0.023 | 1.000 | 0.587 | -0.083 | -0.019 | 0.027 | -0.041 | -0.016 | 0.084 | -0.028 | 0.566 | -0.100 |
| number_cards_issued | 0.056 | 0.059 | 0.025 | 0.067 | 0.035 | 0.999 | 0.022 | 0.073 | 0.070 | 0.087 | 0.060 | 0.065 | 0.580 | 0.001 | 0.030 | 0.026 | 0.040 | 0.050 | 0.320 | 0.031 | 0.587 | 1.000 | 0.029 | 0.086 | 0.128 | 0.066 | 0.011 | 0.000 | 0.064 | 0.013 | 0.046 |
| per_capita_income | 0.009 | 0.014 | 0.049 | -0.068 | -0.008 | -0.041 | 0.046 | -0.000 | 0.493 | -0.012 | -0.014 | -0.068 | 0.001 | 0.004 | 0.077 | 0.040 | 0.179 | 0.112 | -0.011 | -0.027 | -0.083 | 0.029 | 1.000 | -0.001 | -0.038 | 0.324 | 0.115 | 0.039 | -0.068 | 0.051 | 0.919 |
| pin_last_changed_year | -0.022 | 0.058 | 0.064 | 0.015 | -0.009 | 0.037 | 0.058 | -0.017 | -0.021 | -0.017 | -0.058 | 0.015 | -0.006 | 0.005 | 0.072 | 0.049 | 0.013 | 0.024 | 0.004 | 0.001 | -0.019 | 0.086 | -0.001 | 1.000 | -0.012 | -0.005 | -0.001 | 0.016 | 0.015 | 0.031 | 0.007 |
| retirement_age | 0.015 | 0.028 | 0.068 | -0.021 | 0.130 | -0.040 | 0.062 | 0.170 | 0.039 | 0.148 | -0.029 | -0.021 | -0.024 | 0.005 | 0.057 | 0.042 | -0.007 | -0.043 | -0.000 | 0.017 | 0.027 | 0.128 | -0.038 | -0.012 | 1.000 | -0.030 | -0.006 | 0.015 | -0.021 | 0.036 | 0.001 |
| total_debt | -0.008 | 0.388 | 0.069 | -0.030 | -0.144 | -0.021 | 0.058 | -0.243 | 0.154 | -0.115 | -0.387 | -0.030 | -0.009 | 0.007 | 0.118 | 0.103 | 0.015 | 0.052 | 0.004 | -0.010 | -0.041 | 0.066 | 0.324 | -0.005 | -0.030 | 1.000 | 0.045 | 0.028 | -0.030 | 0.048 | 0.437 |
| transaction_amount | -0.014 | 0.009 | 0.032 | -0.017 | -0.017 | -0.029 | 0.086 | -0.027 | 0.072 | -0.020 | -0.009 | -0.017 | -0.002 | 0.033 | 0.001 | 0.014 | 0.005 | 0.023 | -0.021 | -0.135 | -0.016 | 0.011 | 0.115 | -0.001 | -0.006 | 0.045 | 1.000 | 0.161 | -0.017 | 0.053 | 0.107 |
| transaction_error | 0.016 | 0.022 | 0.071 | 0.017 | 0.006 | 0.101 | 0.177 | 0.021 | 0.035 | 0.038 | 0.022 | 0.014 | 0.068 | 0.132 | 0.019 | 0.000 | 0.025 | 0.022 | 0.000 | 0.166 | 0.084 | 0.000 | 0.039 | 0.016 | 0.015 | 0.028 | 0.161 | 1.000 | 0.018 | 0.519 | 0.040 |
| transaction_id | -0.037 | -0.028 | 0.059 | 1.000 | -0.006 | 0.003 | 0.048 | -0.011 | -0.034 | 0.043 | 0.028 | 1.000 | -0.028 | 0.003 | 0.136 | 0.052 | 0.039 | 0.017 | 0.016 | 0.014 | -0.028 | 0.064 | -0.068 | 0.015 | -0.021 | -0.030 | -0.017 | 0.018 | 1.000 | 0.040 | -0.061 |
| transaction_type | 0.039 | 0.042 | 0.017 | 0.038 | 0.029 | 0.562 | 0.012 | 0.040 | 0.034 | 0.054 | 0.040 | 0.033 | 0.327 | 0.099 | 0.021 | 0.642 | 0.042 | 0.051 | 0.761 | 0.599 | 0.566 | 0.013 | 0.051 | 0.031 | 0.036 | 0.048 | 0.053 | 0.519 | 0.040 | 1.000 | 0.050 |
| yearly_income | 0.002 | 0.179 | 0.062 | -0.061 | -0.037 | -0.035 | 0.052 | -0.058 | 0.459 | -0.006 | -0.180 | -0.061 | -0.005 | 0.006 | 0.064 | 0.053 | 0.170 | 0.135 | -0.005 | -0.017 | -0.100 | 0.046 | 0.919 | 0.007 | 0.001 | 0.437 | 0.107 | 0.040 | -0.061 | 0.050 | 1.000 |
Missing values
Sample
| customer_id | address | birth_month | birth_year | credit_card_count | credit_score | current_age | first_name | gender | last_name | latitude | longitude | per_capita_income | retirement_age | total_debt | yearly_income | card_id | account_open_date | card_brand | card_expiration_date | card_index | card_number | card_on_dark_web | card_type | credit_limit | cvv_code | has_chip | number_cards_issued | pin_last_changed_year | transaction_id | fraud_detected | merchant_city | merchant_id | merchant_mcc_code | merchant_state | merchant_zip | transaction_amount | transaction_datetime | transaction_error | transaction_type | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682211 | False | Coushatta | -2472481739355111587 | 7538 | LA | 71019 | 50.76 | 2016-06-21 13:19:00 | None | Chip Transaction |
| 1 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682212 | False | Blanchard | 6135208568923449408 | 9402 | LA | 71009 | 23.14 | 2016-06-22 08:47:00 | None | Chip Transaction |
| 2 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682213 | False | Bienville | 7667958022834696787 | 5411 | LA | 71008 | 95.63 | 2016-06-25 11:05:00 | None | Chip Transaction |
| 3 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682214 | False | Cotton Valley | -7371113205801613503 | 5812 | LA | 71018 | 38.84 | 2016-06-25 18:36:00 | None | Chip Transaction |
| 4 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682215 | False | Coushatta | -8733402887366759764 | 5814 | LA | 71019 | 64.19 | 2016-06-28 18:31:00 | None | Chip Transaction |
| 5 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682216 | False | Coushatta | -8733402887366759764 | 5814 | LA | 71019 | 76.10 | 2016-07-06 18:54:00 | None | Chip Transaction |
| 6 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682217 | False | Coushatta | -8733402887366759764 | 5814 | LA | 71019 | 79.37 | 2016-07-08 18:53:00 | None | Chip Transaction |
| 7 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682218 | False | Mansfield | -6761066196029841443 | 5310 | LA | 71052 | 52.69 | 2016-07-12 07:06:00 | None | Chip Transaction |
| 8 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682219 | False | Coushatta | 1913477460590765860 | 5300 | LA | 71019 | 1.76 | 2016-07-12 11:12:00 | None | Chip Transaction |
| 9 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682220 | False | Bienville | -1139681737597774217 | 7230 | LA | 71008 | 92.85 | 2016-07-13 16:07:00 | None | Chip Transaction |
| customer_id | address | birth_month | birth_year | credit_card_count | credit_score | current_age | first_name | gender | last_name | latitude | longitude | per_capita_income | retirement_age | total_debt | yearly_income | card_id | account_open_date | card_brand | card_expiration_date | card_index | card_number | card_on_dark_web | card_type | credit_limit | cvv_code | has_chip | number_cards_issued | pin_last_changed_year | transaction_id | fraud_detected | merchant_city | merchant_id | merchant_mcc_code | merchant_state | merchant_zip | transaction_amount | transaction_datetime | transaction_error | transaction_type | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3410285 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682201 | False | Coushatta | -8733402887366759764 | 5814 | LA | 71019 | 45.19 | 2016-06-12 18:31:00 | None | Chip Transaction |
| 3410286 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682202 | False | Cotton Valley | -7371113205801613503 | 5812 | LA | 71018 | 59.90 | 2016-06-12 19:41:00 | None | Chip Transaction |
| 3410287 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682203 | False | Castor | -8750247614602893211 | 4900 | LA | 71016 | 38.98 | 2016-06-14 11:53:00 | None | Chip Transaction |
| 3410288 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682204 | False | ONLINE | -7421093378627544099 | 5311 | None | None | 17.99 | 2016-06-14 15:43:00 | None | Online Transaction |
| 3410289 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682205 | False | Grand Cane | -727612092139916043 | 5411 | LA | 71032 | 75.22 | 2016-06-16 11:06:00 | None | Chip Transaction |
| 3410290 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682206 | False | Blanchard | 4168338756690800947 | 5813 | LA | 71009 | 22.04 | 2016-06-17 22:25:00 | None | Chip Transaction |
| 3410291 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682207 | False | ONLINE | 7035602569409149834 | 5311 | None | None | 2.20 | 2016-06-18 11:26:00 | None | Online Transaction |
| 3410292 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682208 | False | Bienville | 7667958022834696787 | 5411 | LA | 71008 | 71.49 | 2016-06-19 11:03:00 | None | Chip Transaction |
| 3410293 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682209 | False | Cotton Valley | -7371113205801613503 | 5812 | LA | 71018 | 54.37 | 2016-06-19 18:47:00 | None | Chip Transaction |
| 3410294 | 1990 | 295 West Avenue, Bienville, LA 71008 | 2 | 1953 | 6 | 811 | 67 | jaziel.howard@example.com | Jaziel | Male | Howard | 32.36 | -92.97 | 16760.0 | 69 | 71366.0 | 34172.0 | 6117 | 2009-04-01 | Mastercard | 2024-03-01 | 2 | 5692198759214977 | False | Credit | 11400.0 | 761 | True | 2 | 2010 | 48682210 | False | Bastrop | -7146670748125200898 | 5970 | LA | 71220 | 44.39 | 2016-06-20 07:25:00 | None | Swipe Transaction |